{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LAMMPS Tutorials 07. Per Atom Metrics!\n",
    "\n",
    "### Author: Mark Tschopp, mark.a.tschopp.civ at mail.mil\n",
    "\n",
    "Please contact me if you have a problem with this tutorial, so I can modify in Github.  I have added FAQs, and will update my versions of LAMMPS in the future to keep the scripts current.\n",
    "\n",
    "The latest version of this [Jupyter Notebook](http://ipython.org/notebook.html) tutorial is available at https://github.com/mrkllntschpp/lammps-tutorials.\n",
    "\n",
    "The original tutorials are given here: https://icme.hpc.msstate.edu/mediawiki/index.php/LAMMPS_tutorials.  A number of these tutorials are out of date and have been ported over into the current iPython Jupyter Notebook tutorials on github."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Abstract:\n",
    "<a id=\"Sec1\"></a>\n",
    "\n",
    "This example shows how to run an atomistic simulation of fracture of an iron symmetric tilt grain boundary. A parallel molecular dynamics code, LAMMPS [1], is used to calculate stresses at the grain boundary as the strain of the bicrystal is incrementally increased. Matlab is used to plot a stress-strain curve, and AtomEye [2] is used to visualize the simulation. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Complete the First Tutorials\n",
    "\n",
    "If you have not done so already, you may want to complete the first tutorials available [here](https://github.com/mrkllntschpp/lammps-tutorials). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Download Potential and Grain Boundary \n",
    "\n",
    "Similar to the last tutorial, this tutorial will need a potential and a grain boundary file.  To make it easy, I used the same as the last tutorial.\n",
    "\n",
    "The interatomic potential needed for this is the Hepburn and Ackland (2008) Fe-C potential.  Download it at the [NIST Interatomic Potential Repository](https://www.ctcms.nist.gov/potentials/) in the `Fe` path, under the `C-Fe` subheading, i.e., the [2008--Hepburn-D-J-Ackland-G-J--Fe-C](https://www.ctcms.nist.gov/potentials/entry/2008--Hepburn-D-J-Ackland-G-J--Fe-C/).  This particular potential was chosen because it was used to create the grain boundary for studies of segregation of C atoms to various positions of various grain boundaries, even though the C part of the potential was not used within this example.\n",
    "\n",
    "The grain boundary structure that was generated prior to this example can be found [here](https://icme.hpc.msstate.edu/mediawiki/index.php/Fe_110_sig3.txt). Store the text in \"Fe_110_sig3.txt\" to use it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, I stored the LAMMPS commands for the potential in a separate text file `potential_FeC.txt`.  If you fed in a variable with the potential filename, it can be called within the LAMMPS script using an `include` command.  This shows how easy it is to just change the interatomic potential from the command line for inclusion in a loop structure! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting potential_FeC.txt\n"
     ]
    }
   ],
   "source": [
    "%%writefile potential_FeC.txt\n",
    "\n",
    "##############################\n",
    "# INTERATOMIC POTENTIAL FILE\n",
    "pair_style eam/fs\n",
    "pair_coeff * * Fe-C_Hepburn_Ackland.eam.fs Fe C\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Create the LAMMPS input script \n",
    "\n",
    "This input script was run using the January 2020 version of LAMMPS. Changes in some commands in more recent versions may require revision of the input script. This script runs the simulation with the previously generated grain boundary file, which is fed to LAMMPS through the `read_data` command.  To run this script, store it in `in.gb_metrics.txt`and use \n",
    "\n",
    "`lmp_exe < in.gb_metrics.txt` \n",
    "\n",
    "in a UNIX environment where `lmp_exe` refers to the LAMMPS executable. \n",
    "\n",
    "This script has a number of variables coded in, but these can easily be commented out, inserted through the command line, and cycled through in a loop.  In general, here is what this does:\n",
    "* Load the Grain Boundary datafile\n",
    "* Define the Interatomic Potential\n",
    "* Define a number of different computes for per-atom properties\n",
    "* Run a short minimization routine with dump file that includes computes (necessary for initializing these!)\n",
    "* Loop over all atoms, printing per-atom metrics in the log file along with a flag (important for when we mine the per-atom metrics from the log file)\n",
    "* Delete the dump file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting in.gb_metrics.txt\n"
     ]
    }
   ],
   "source": [
    "%%writefile in.gb_metrics.txt\n",
    "# LAMMPS Input File for Grain Boundaries \n",
    "# Mark Tschopp\n",
    "# This file will generate numerous input files for LAMMPS \n",
    "# using a large number of grain boundaries \n",
    "# syntax: lmp_exe -in in.gb_metrics.txt\n",
    "# or draw in variables from command line, e.g., \n",
    "# syntax: lmp_exe -var fname gb_metrics -var datfile Fe_110_sig3 -in in.gb_metrics.txt\n",
    "\n",
    "# ---------- Setup Variables --------------------- \n",
    "variable etol equal 1.0e-10\n",
    "variable ftol equal 1.0e-10 \n",
    "variable maxiter equal 5000 \n",
    "variable maxeval equal 10000 \n",
    "variable cutoff equal 3.5 \n",
    "variable datfile string \"Fe_110_sig3\"\n",
    "variable fname string \"gb_metrics\"\n",
    "variable potname string \"potential_FeC.txt\"\n",
    "\n",
    "log log.${fname}.txt\n",
    "\n",
    "######################################\n",
    "# INITIALIZATION\n",
    "units metal\n",
    "dimension 3\n",
    "boundary p p p\n",
    "atom_style atomic\n",
    "atom_modify map array\n",
    "\n",
    "######################################\n",
    "# SIMULATION CELL VARIABLES (in Angstroms)\n",
    "\n",
    "# DATA FILE\n",
    "read_data ${datfile}.txt\n",
    "\n",
    "# DUMP FILE:\n",
    "# region box1 prism 0 1 0 1 0 1 0 0 0\n",
    "# create_box 5 box1\n",
    "# read_dump ${fname} 0 x y z add yes\n",
    "\n",
    "replicate 1 1 1\n",
    "\n",
    "# ---------- Define Interatomic Potential --------------------- \n",
    "include ${potname}\n",
    "\n",
    "# ---------- Define Computes --------------------- \n",
    "compute 1 all pe/atom \n",
    "compute 2 all property/atom fx fy fz\n",
    "# or bcc/14 for snn\n",
    "# or fcc/18 for snn\n",
    "compute 3 all centro/atom bcc\n",
    "compute 3a all centro/atom 14\n",
    "#compute 3b all centro/atom fcc\n",
    "#compute 3c all centro/atom 18\n",
    "compute 4 all cna/atom ${cutoff}\n",
    "compute 5 all coord/atom cutoff ${cutoff}\n",
    "compute 6 all stress/atom NULL\n",
    "compute 7 all voronoi/atom\n",
    "\n",
    "# UNUSED per-atom computes (but could be used)\n",
    "#compute 8 all ackland/atom\n",
    "#compute 9 all cnp/atom 3.5\n",
    "\n",
    "# 0.8535 * latconst (fcc), 1.207 * latconst (bcc), hcp... much more complicated.  0.25 is sigma\n",
    "#compute 10 all entropy/atom 0.25 3.5\n",
    "\n",
    "# entropy for fcc Al (4.05 to 5.7) above.  3 components of unit vector\n",
    "#compute 11 all basal/atom\n",
    "\n",
    "# functions.  require more outputs - 5 of them?\n",
    "#compute 12 all orientorder/atom degrees 5 4 6 8 10 12 nnn 8 cutoff 3.5\n",
    "\n",
    "# Not built with Windows executable (doh! oh snap...):\n",
    "# compute 13 all ptm/atom fcc-hcp-bcc-ico 0.15 all\n",
    "# compute 14 all snap/atom 1.4 0.95 6 2.0 1.0\n",
    "\n",
    "dump 1 all custom 10000 dump.${fname}.* id c_1 c_2[1] c_3 c_3a c_4 c_5 & \n",
    "                                           c_6[1] c_7[1] &\n",
    "                                           # c_3b c_3c c_8 c_9 c_10 c_11 c_12\n",
    "\n",
    "# ---------- Run Minimization --------------------- \n",
    "reset_timestep 0 \n",
    "thermo 10 \n",
    "thermo_style custom step pe press\n",
    "min_style cg \n",
    "minimize ${etol} ${ftol} ${maxiter} ${maxeval} \n",
    "\n",
    "# ---------- MATLAB Interface Data --------------------- \n",
    "\n",
    "variable natoms equal \"count(all)\" \n",
    "variable perx equal lx\n",
    "variable pery equal ly\n",
    "variable perz equal lz\n",
    "\n",
    "label loopi\n",
    "variable i loop ${natoms}\n",
    "variable xd equal x[$i]\n",
    "variable yd equal y[$i]\n",
    "variable zd equal z[$i]\n",
    "variable p1 equal c_1[$i]\n",
    "variable p2 equal c_2[$i][1]\n",
    "variable p3 equal c_2[$i][2]\n",
    "variable p4 equal c_2[$i][3]\n",
    "variable p5 equal c_3[$i]\n",
    "variable p6 equal c_3a[$i]\n",
    "variable p7 equal c_4[$i]\n",
    "variable p8 equal c_5[$i]\n",
    "variable p9 equal c_6[$i][1]\n",
    "variable p10 equal c_6[$i][2]\n",
    "variable p11 equal c_6[$i][3]\n",
    "variable p12 equal c_6[$i][4]\n",
    "variable p13 equal c_6[$i][5]\n",
    "variable p14 equal c_6[$i][6]\n",
    "variable p15 equal c_7[$i][1]\n",
    "variable p16 equal c_7[$i][2]\n",
    "\n",
    "# FOR MATLAB\n",
    "# This is just an example of how you could draw each individual value into a separate array\n",
    "# ...or just modify the below (Python) print to bring into a large array in MATLAB\n",
    "# Beware the triple quotes!  Even if you comment them out, they persist...\n",
    "#print \"\"\"\n",
    "#%%xd($i) = ${xd}; yd($i) = ${yd}; zd($i) = ${zd};\n",
    "#%%p_pe($i) = ${p1}; p_f($i,1) = ${p2}; p_f($i,2) = ${p3}; p_f($i,3) = ${p4};\n",
    "#%%p_centro_fnn($i) = ${p5}; p_centro_snn($i) = ${p6}; p_cna($i) = ${p7}; p_coord($i) = ${p8};\n",
    "#%%p_stress($i,1) = ${p9};p_stress($i,2) = ${p10};p_stress($i,3) = ${p11};\n",
    "#%%p_stress($i,4) = ${p12};p_stress($i,5) = ${p13};p_stress($i,6) = ${p14};\n",
    "#%%p_voronoi($i,1) = ${p15};p_voronoi($i,2) = ${p16};\n",
    "#\"\"\"\n",
    "\n",
    "# FOR PYTHON\n",
    "# Define a list, i.e., data = []\n",
    "# run through each line, flagging the %% (ignores the ones with \"print\" in them)\n",
    "# exec(line.replace(\"%%\",\"data.append(\")+\")\")    (print)\n",
    "# ... OR FOR MATLAB\n",
    "# just draw this straight into an array\n",
    "# exec([replace(line,\"%%\",\"data=[data,\"),\"];\"])  (print)\n",
    "print \"%%[$i,${xd},${yd},${zd},${p1},${p2},${p3},${p4},${p5},${p6},${p7},${p8},${p9},${p10},${p11},${p12},${p13},${p14},${p15},${p16}]\"\n",
    "\n",
    "next i\n",
    "jump in.${fname}.txt loopi\n",
    "variable i delete\n",
    "\n",
    "# FOR MATLAB uncomment\n",
    "# print \"%%natoms = ${natoms};perx = ${perx};pery = ${pery};perz = ${perz};\"\n",
    "\n",
    "# FOR PYTHON uncomment\n",
    "print \"%%natoms,perx,pery,perz = ${natoms},${perx},${pery},${perz}\"\n",
    "\n",
    "shell rm dump.${fname}.0\n",
    "\n",
    "######################################\n",
    "# SIMULATION DONE\n",
    "print \"All done\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Run the LAMMPS Simulation\n",
    "\n",
    "Now run the simulation as we have done before using the syntax \n",
    "\n",
    "`lmp_exe < in.gb_metrics.txt`.  \n",
    "\n",
    "On my computer, the 24Jan2020 LAMMPS executable is stored in the `C:\\Program Files\\LAMMPS 64-bit 24Jan2020\\bin\\` folder and is named `lmp_serial.exe`.  \n",
    "\n",
    "The `log.gb_metrics.txt` file should look like the output below. The simulation took a few seconds on my computer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LAMMPS (24 Jan 2020)\n",
      "OMP_NUM_THREADS environment is not set. Defaulting to 1 thread. (../comm.cpp:94)\n",
      "  using 1 OpenMP thread(s) per MPI task\n",
      "Reading data file ...\n",
      "  orthogonal box = (0 -123.994 0) to (6.99406 123.994 4.03802)\n",
      "  1 by 1 by 1 MPI processor grid\n",
      "  reading atoms ...\n",
      "  600 atoms\n",
      "  read_data CPU = 0.0156209 secs\n",
      "Replicating atoms ...\n",
      "  orthogonal box = (0 -123.994 0) to (6.99406 123.994 4.03802)\n",
      "  1 by 1 by 1 MPI processor grid\n",
      "  600 atoms\n",
      "  replicate CPU = 0 secs\n",
      "WARNING: Using 'neigh_modify every 1 delay 0 check yes' setting during minimization (../min.cpp:178)\n",
      "WARNING: More than one compute centro/atom (../compute_centro_atom.cpp:98)\n",
      "WARNING: More than one compute centro/atom (../compute_centro_atom.cpp:98)\n",
      "Neighbor list info ...\n",
      "  update every 1 steps, delay 0 steps, check yes\n",
      "  max neighbors/atom: 2000, page size: 100000\n",
      "  master list distance cutoff = 7.3\n",
      "  ghost atom cutoff = 7.3\n",
      "  binsize = 3.65, bins = 2 68 2\n",
      "  5 neighbor lists, perpetual/occasional/extra = 1 4 0\n",
      "  (1) pair eam/fs, perpetual\n",
      "      attributes: half, newton on\n",
      "      pair build: half/bin/atomonly/newton\n",
      "      stencil: half/bin/3d/newton\n",
      "      bin: standard\n",
      "  (2) compute centro/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (3) compute centro/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (4) compute cna/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "  (5) compute coord/atom, occasional\n",
      "      attributes: full, newton on\n",
      "      pair build: full/bin/atomonly\n",
      "      stencil: full/bin/3d\n",
      "      bin: standard\n",
      "Setting up cg style minimization ...\n",
      "  Unit style    : metal\n",
      "  Current step  : 0\n",
      "Per MPI rank memory allocation (min/avg/max) = 12.58 | 12.58 | 12.58 Mbytes\n",
      "Step PotEng Press \n",
      "       0   -2403.1762   -452.41875 \n",
      "      10   -2403.1771   -433.10758 \n",
      "      20   -2403.1773   -435.40465 \n",
      "      28   -2403.1773   -434.59258 \n",
      "Loop time of 0.328047 on 1 procs for 28 steps with 600 atoms\n",
      "\n",
      "61.9% CPU use with 1 MPI tasks x 1 OpenMP threads\n",
      "\n",
      "Minimization stats:\n",
      "  Stopping criterion = energy tolerance\n",
      "  Energy initial, next-to-last, final = \n",
      "        -2403.17621755      -2403.1772731     -2403.17727323\n",
      "  Force two-norm initial, final = 0.115345 0.000954183\n",
      "  Force max component initial, final = 0.0347837 0.000114342\n",
      "  Final line search alpha, max atom move = 1 0.000114342\n",
      "  Iterations, force evaluations = 28 56\n",
      "\n",
      "MPI task timing breakdown:\n",
      "Section |  min time  |  avg time  |  max time  |%varavg| %total\n",
      "---------------------------------------------------------------\n",
      "Pair    | 0.093726   | 0.093726   | 0.093726   |   0.0 | 28.57\n",
      "Neigh   | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Comm    | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Output  | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Modify  | 0          | 0          | 0          |   0.0 |  0.00\n",
      "Other   |            | 0.2343     |            |       | 71.43\n",
      "\n",
      "Nlocal:    600 ave 600 max 600 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "Nghost:    7986 ave 7986 max 7986 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "Neighs:    40832 ave 40832 max 40832 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "FullNghs:  81664 ave 81664 max 81664 min\n",
      "Histogram: 1 0 0 0 0 0 0 0 0 0\n",
      "\n",
      "Total # of neighbors = 81664\n",
      "Ave neighs/atom = 136.107\n",
      "Neighbor list builds = 0\n",
      "Dangerous builds = 0\n",
      "%%[1,5.47909335053208,-110.215324650718,2.01901,-4.01315218749387,2.57966052396447e-05,-1.65055847801063e-05,7.80929140797859e-15,1.52971343730376e-06,2.65644656734486e-06,3,14,-1158.23312336316,1946.22430844886,-913.627501143647,287.585924107882,-2.16926955261612e-09,-2.72313854432949e-09,11.6394488822467,14]\n",
      "%%[2,5.47891999022886,-115.162767337748,2.01901,-4.01453941209493,8.96215280952323e-06,-7.14891979557847e-06,-6.78103406759334e-15,0.000212604792568586,0.000305280658130904,3,14,-7646.53921226697,40080.4790754934,-7397.03240261736,297.228230765899,-1.6286892477041e-09,5.76711636345734e-10,11.6447266559005,14]\n",
      "%%[3,4.31330268179533,-113.511170572883,6.27652410983427e-16,-4.01194053128084,-1.40604502289494e-05,1.97455930602061e-05,-8.32726251924632e-15,1.61820581533654e-05,6.02600533969628e-05,3,14,-326.780356023224,-16345.6574491458,-82.3803204202482,288.957616745263,-1.08729542179874e-09,-3.12010662346541e-09,11.6357710952287,14]\n",
      "%%[4,5.4790087137389,-112.688482920675,2.01901,-4.01350902399199,-1.91714653641761e-05,4.16555822857489e-05,9.50194783966296e-15,1.83812896682969e-05,2.91129746321559e-05,3,14,-2540.70180508333,10853.0557287575,-2294.73846962595,290.696686984546,-2.48750320255148e-09,9.0814711892033e-10,11.6407274577425,14]\n",
      "%%[5,3.14768262996243,-111.863405668338,2.01901,-4.01305279247388,2.09678623123849e-05,-2.46013273046219e-05,1.05193631583234e-14,1.92758937745353e-06,2.22533506892685e-06,3,14,512.440917182774,-4552.06232818199,760.753932869949,290.522816997967,-9.33855950902007e-10,-1.22491629232949e-09,11.6388811700373,14]\n",
      "%%[6,4.31338784640875,-111.039130616706,6.05366879911546e-16,-4.01269988073503,2.50133486705429e-05,-3.15210418459306e-05,-1.0734599101821e-14,8.78136778716146e-07,4.2183137966492e-06,3,14,-716.005180920699,-5365.04340547383,-470.96578313372,289.523131096059,-9.33369507604897e-10,-2.66300137662939e-10,11.6380426033773,14]\n",
      "%%[7,1.98206604017143,-110.215327575412,3.70227703811049e-16,-4.01315238706814,-2.99401336876365e-05,5.27894050804667e-05,-5.53723733531797e-15,1.53589096960099e-06,2.69256226345221e-06,3,14,-1153.79289967656,1954.4534980796,-911.142190088298,286.654435909989,1.48972258834368e-09,2.9617269276189e-09,11.6394518126565,14]\n",
      "%%[8,3.14777151779419,-109.390835614341,2.01901,-4.01298343833498,-3.29965075023808e-05,4.53605544050574e-05,2.27595720048157e-15,2.45513665335978e-07,2.47233181296372e-07,3,14,-288.6743774885,-2895.80052401914,-49.2408256572842,282.521265926773,-6.67039964930005e-11,-2.28565412983047e-09,11.638818622741,14]\n",
      "%%[9,5.47873809270579,-120.130176063268,2.01901,-4.02164220202156,9.45663914225792e-06,-1.86142690140473e-05,-3.58567342484406e-15,0.0262139856705022,0.0315539028712649,3,14,-101643.792309725,427755.976295254,-101360.406307521,347.495055804295,-1.64953424660816e-09,-3.10729450329894e-09,11.7046343738395,14]\n",
      "%%[10,4.31312542107365,-118.445163181422,-2.94432485991221e-16,-3.9986009682285,-7.7881424783979e-06,-6.00498481789113e-06,6.84851239722035e-15,0.00416074123219618,0.0112631329845255,3,14,17197.1758486213,-216226.195087642,17442.8134077064,297.996536672916,5.56523619760249e-10,2.59341565805285e-10,11.5986663366238,14]\n",
      "%%[11,5.47883186727754,-117.640664295862,2.01901,-4.01723463603384,-1.011649118772e-05,-9.21157147213553e-06,-6.79664657887713e-15,0.00238046402814702,0.00310216265709867,3,14,-26633.3510806995,133642.927097247,-26369.8528229681,311.605301168117,-4.94721307323087e-10,1.12484825336048e-09,11.6575773299177,14]\n",
      "%%[12,3.14750830133365,-116.808806354261,2.01901,-4.01532569805419,3.6193006628521e-06,-1.88871369754887e-05,-5.89112092441724e-15,6.7770175165665e-05,0.000349014967107883,3,14,10755.4166982244,-4496.65865200511,11009.4606576427,291.693310302328,1.40078392635301e-09,7.60842459998287e-10,11.6445043915594,14]\n",
      "%%[13,4.31321442164578,-115.981435626454,-2.00881154201504e-16,-4.0091558480311,4.24592795532884e-06,-1.39057703851689e-05,4.34372570684863e-15,0.000269961087510206,0.000836010444654951,3,14,2338.20133725571,-58691.3246423761,2582.99888814029,293.928287465928,1.44533497157304e-09,3.08139478599235e-12,11.6275323271708,14]\n",
      "%%[14,1.98189095026921,-115.162767946402,-2.80074248351157e-16,-4.01453979029169,-1.15439246727994e-05,1.55776235445382e-05,3.13638004456607e-15,0.000212583404144569,0.000305337366913426,3,14,-7641.69058573512,40096.9309655405,-7392.86258038664,294.021373677545,1.71206924332035e-09,-8.85912453422663e-11,11.6447316367938,14]\n",
      "%%[15,3.14759689356375,-114.33594395912,2.01901,-4.01345604317161,-1.18432080049441e-05,1.99875643782585e-05,2.15105711021124e-15,1.27069970076805e-05,2.4360354383018e-05,3,14,3058.53344009211,-7010.32752445474,3301.5756081841,288.443910869728,2.64592519422235e-09,4.42608810062931e-09,11.639701526277,14]\n",
      "%%[16,0.81627152824736,-113.511168020534,2.01901,-4.01194019984366,1.40412960858566e-05,-2.91343419767248e-05,-1.02695629777827e-15,1.6193457426808e-05,6.04174870221524e-05,3,14,-334.202703521916,-16362.8157878441,-87.5227596558941,293.309903851397,2.84603718370136e-09,3.74654113635686e-09,11.6357652980095,14]\n",
      "%%[17,1.98197691825871,-112.688480063108,5.79063870188809e-16,-4.0135086540648,1.91142970373259e-05,-9.38430723923522e-06,-8.38218383591993e-15,1.83473968115905e-05,2.89957937759132e-05,3,14,-2549.7453444021,10833.5584293319,-2301.25674430924,293.140888064456,-3.46860781763603e-09,-2.48802432752408e-09,11.6407206866963,14]\n",
      "%%[18,6.64471460652743,-111.863408779263,6.11122019862029e-16,-4.01305317587137,-2.27667804751502e-05,3.79230650370266e-05,-9.74220704108575e-15,1.90830090637703e-06,2.22146509791354e-06,3,14,522.283610405776,-4536.31509942621,766.810185725015,289.805218098121,-5.11397306446337e-10,-1.73430390881801e-09,11.6388873035902,14]\n",
      "%%[19,0.816360628516987,-111.039133806888,2.01901,-4.01270008922951,-2.76583954366971e-05,3.62551654917026e-05,1.00058850094342e-14,8.77559177108851e-07,4.16405443465489e-06,3,14,-708.902001647314,-5354.84273325023,-464.399992824011,288.81828494292,-4.37744976985316e-10,-1.64536524682735e-09,11.6380472100878,14]\n",
      "%%[20,6.64479829541704,-109.390832056702,2.94951548945386e-17,-4.01298352544393,2.66079334603562e-05,-2.84539371547543e-05,-3.3584246494911e-15,2.52606843467318e-07,2.53217870219297e-07,3,14,-288.757386834777,-2895.95154779508,-48.0391090594379,283.912530939529,1.8638903186716e-09,3.11285316967336e-10,11.6388188521403,14]\n",
      "%%[21,4.31295999666121,-123.249221651406,-2.13120802159432e-16,-3.62244811833033,-3.07195490707995e-06,3.4761666293639e-05,-1.81100491789189e-15,0.976050635658024,7.0967183639623,5,11,-367404.477742648,-2252868.9666486,-367335.851662265,-3.15441918415314,-9.11794562382157e-10,-2.86169535947738e-10,11.7626720263873,13]\n",
      "%%[22,5.47863885340088,-122.660843915177,2.01901,-3.86516700377828,-1.21556611316631e-05,-1.29412422561481e-05,3.36449618165702e-15,5.72065749683231,1.19754016443751,5,14,-70248.3662567447,1528620.02259059,-70285.3509239869,595.669901497295,-8.75489953970632e-10,1.5620721053732e-10,12.7731556433977,15]\n",
      "%%[23,3.14732357404353,-121.772999400236,2.01901,-4.03335537956126,1.22677764537171e-05,-2.38456935875359e-05,1.68615121864946e-15,0.0212348165733314,0.104502811629399,3,14,125389.039952873,196677.531174054,125755.414150993,269.586829569985,-1.51195725384135e-09,-6.04157551569416e-10,11.8656153861361,14]\n",
      "%%[24,4.31303188059725,-120.885562142044,-2.0360689936538e-16,-3.94453915075713,7.15411644508371e-06,-3.11926268493165e-05,-5.75804416979202e-16,0.0582018575477428,0.149136630414231,3,14,87622.9475293403,-804923.283074966,87824.7093507214,283.718290153594,-1.13443028029212e-09,1.59907083750153e-09,11.5021636884605,14]\n",
      "%%[25,1.98170907928473,-120.13017685437,3.69732295539148e-16,-4.02164233545985,-1.18875729186139e-05,-3.11694207669189e-06,-1.97107954957865e-15,0.0262140368950415,0.0315545547003088,3,14,-101649.673200803,427758.658228281,-101356.512325918,345.210455857466,3.66871980711503e-09,4.33567291788293e-09,11.7046342720736,14]\n",
      "%%[26,3.14741847716025,-119.284382995348,2.01901,-4.02228512073568,-1.06110116531999e-05,-1.10142297295674e-06,-4.67681449123347e-15,0.000299656228148803,0.00572840890550808,3,14,37065.7771816416,46234.0572402748,37331.4922111798,290.219743142513,-4.2245864445567e-10,-1.44252820801245e-09,11.6660444182957,14]\n",
      "%%[27,0.816095053560036,-118.445161426339,2.01901,-3.99860121515803,2.26299703121047e-06,-4.09001479694665e-05,-7.17481629664007e-15,0.00416103278810795,0.0112646060527236,3,14,17198.9748301832,-216215.844254952,17443.3581510857,297.850388574669,4.55046326075688e-09,3.20179183166402e-09,11.5986683819947,14]\n",
      "%%[28,1.98180124314088,-117.640663606984,-8.83813804911121e-17,-4.01723450818169,4.4262038009224e-06,-2.36632446360407e-05,4.36456426555765e-15,0.00238044324583882,0.00310195053323697,3,14,-26632.875749351,133643.824549666,-26373.4154117151,311.903958355664,2.57922119772935e-09,4.58242559240978e-10,11.6575769032988,14]\n",
      "%%[29,6.64453883990234,-116.808807173743,-1.87317528935414e-16,-4.015325692941,-8.94639971532303e-06,1.68255159543884e-06,3.58046925441613e-15,6.77192335093127e-05,0.00034910504375391,3,14,10756.6626169591,-4491.56522741098,11006.627202292,293.416616133911,-2.83353018435892e-09,-1.24514126786934e-09,11.6445050194478,14]\n",
      "%%[30,0.816184875112467,-115.981436756358,2.01901,-4.00915602642994,-7.38659018123533e-06,1.68706090828835e-05,-7.63278329429795e-16,0.00026995387334348,0.000835750697628697,3,14,2341.12569423913,-58684.5897856362,2587.47750561903,292.55579219881,1.72318657606918e-10,-6.22570633934671e-10,11.6275351678039,14]\n",
      "%%[31,6.64462588947759,-114.33594223373,-3.30235853588086e-16,-4.01345593601523,1.11746473534236e-05,-1.74161669000694e-05,6.28663787693995e-15,1.27413242318402e-05,2.43382202390565e-05,3,14,3053.0224025961,-7027.95649983777,3302.22774660429,291.90255521223,-2.59172819707179e-10,-1.51195725384135e-09,11.6396972367989,14]\n",
      "%%[32,0.815929435770477,-123.249219384016,2.01901,-3.62244836095809,3.70874741989491e-06,-1.30066046849786e-05,5.48172618408671e-15,0.976064810545974,7.09677606689814,5,11,-367423.920951212,-2252867.33096553,-367348.457770464,-1.99409432370803,3.42413848664069e-09,2.20123188426902e-09,11.7626689967642,13]\n",
      "%%[33,1.98160761759095,-122.660843669275,4.40712715819006e-16,-3.86516700662083,1.23381888652713e-05,-2.26541083806486e-05,-6.83134104839667e-15,5.72065030913305,1.19754520551342,5,14,-70249.9077015649,1528609.67684619,-70297.465524844,603.722568373573,3.51724614841217e-09,3.2587681620018e-10,12.7731528187985,15]\n",
      "%%[34,6.64435495751515,-121.773000016666,6.20678146340575e-18,-4.03335515917586,-1.23099200625004e-05,-1.0127939996038e-05,-3.13638004456607e-15,0.0212341769974909,0.104504423154315,3,14,125390.810522888,196684.735718178,125745.975674055,269.856139120136,-1.61201324858085e-09,1.33407992986001e-10,11.8656144194739,14]\n",
      "%%[35,0.81600276460347,-120.885564554352,2.01901,-3.94453884231445,-8.69125679608951e-06,1.73102490095556e-05,5.63438184997267e-15,0.0581997645684787,0.149129096894059,3,14,87619.4328684476,-804931.066947629,87821.8271566554,283.388334442642,2.73486385621302e-09,-1.02279461289267e-09,11.5021620641428,14]\n",
      "%%[36,6.64444780134845,-119.284382089965,-6.2455965927038e-16,-4.02228529431841,5.77792708672531e-06,-1.9211876056302e-05,1.00475183728577e-14,0.000299778819517372,0.00572780547898149,3,14,37068.2683362083,46234.7524736978,37339.5100971618,288.438758401708,1.77877323981335e-09,3.13508783517102e-09,11.666046863714,14]\n",
      "%%[37,5.47954855428693,-95.3791275241601,2.01901,-4.01298238358693,-3.73511940434529e-06,-6.74583490138034e-05,9.95991483732084e-15,7.50561348717312e-10,1.58484890419036e-09,3,14,-640.334396076311,-1781.95843997777,-466.799691133645,208.758043886001,1.05753627773278e-09,5.29654051319812e-09,11.6388671095241,14]\n",
      "%%[38,4.3139131343945,-93.7306965044051,8.85797257739897e-16,-4.01298503382907,-1.186433829704e-05,2.51567865731918e-05,-1.4044365013826e-14,1.09924258069322e-10,1.47390796044638e-10,3,14,-636.065069279164,-1806.38601774382,-473.029378188836,196.842972958212,-2.0009564729407e-09,-5.64285739288603e-11,11.6388636859877,14]\n",
      "%%[39,5.47941336563895,-100.324461509266,2.01901,-4.01298512562401,-2.38388655293756e-05,-1.27888747314397e-07,-7.48533179883992e-15,1.17004992503591e-10,2.73862702847294e-10,3,14,-619.852519067841,-1641.9611219542,-412.446156886332,246.26741327551,-3.24209216287855e-09,-3.0933978373629e-09,11.638908862366,14]\n",
      "%%[40,4.31378319025657,-98.6760171368385,-7.02647188513313e-16,-4.01298284336606,1.27759665011617e-05,-1.84629781804799e-05,1.45785610202404e-14,6.50347461370092e-11,9.41909124204549e-11,3,14,-612.489031795395,-1692.17700545743,-416.832790037371,233.422596531416,-6.8906892284349e-10,4.8676708700034e-10,11.6388990261508,14]\n",
      "%%[41,5.47948282564163,-97.8517934361537,2.01901,-4.0129835614688,1.0839349603553e-05,-2.20847467183663e-05,-1.42472839081975e-14,1.57936928173006e-10,2.57519255566754e-10,3,14,-609.392406482409,-1671.96079033835,-422.003084647932,224.647741014208,-1.93719523148422e-09,2.10117588952952e-09,11.6389027222313,14]\n",
      "%%[42,3.14815325693532,-97.0275760534431,2.01901,-4.0129807636035,-1.65831239537367e-05,1.07099048059358e-05,-8.84708972748172e-15,1.27978767213336e-10,3.11362795320332e-10,3,14,-613.839157105244,-1747.95767409147,-428.563657123698,221.911286917112,7.11509295925339e-10,3.18706411389179e-09,11.6388850398452,14]\n",
      "%%[43,4.31385136043962,-96.203353356656,1.37668515093103e-16,-4.01298348510751,-1.07754431761583e-05,-2.29892771412064e-05,-3.05546717438116e-16,1.29924188457336e-10,2.00770519962883e-10,3,14,-610.245151890936,-1772.86232301715,-431.373557573486,214.943218985012,-3.08973926840762e-09,-4.83272719373407e-09,11.6388818445508,14]\n",
      "%%[44,1.9825187446835,-95.3791276386362,1.84922276254514e-16,-4.01298291803398,-3.81993414404203e-06,-7.14642167720381e-05,6.93889390390723e-18,7.4832621509378e-10,1.57709684751531e-09,3,14,-628.131798137158,-1755.95624386662,-457.774923134744,206.123493301019,-3.60201581062203e-09,-4.67622808747806e-09,11.6388762956237,14]\n",
      "%%[45,3.14821603948123,-94.5549158097062,2.01901,-4.012979587008,-7.47270112302911e-06,-1.32793839391567e-05,8.50014503228635e-15,2.67323731137697e-10,3.66349561248758e-10,3,14,-646.688466129194,-1821.0713096463,-480.478561235571,201.684832580763,2.51251720123635e-09,1.17878468802474e-09,11.6388548891522,14]\n",
      "%%[46,0.816882003122196,-93.7306958214735,2.01901,-4.01298454066946,5.81682835421038e-06,6.6645452571068e-06,7.64666108210577e-15,3.81523981658773e-11,4.43948209115613e-11,3,14,-644.761427737756,-1828.40721415098,-479.009623449043,200.15544477731,-4.05643678673059e-09,-9.33855950902007e-10,11.6388565186147,14]\n",
      "%%[47,5.47925844979114,-105.269811581743,2.01901,-4.01299915230812,9.45176190297881e-06,1.46794303746214e-05,-1.21777588013572e-15,1.13457169048098e-08,2.43660258042756e-08,3,14,-645.505667093915,-1389.5025863702,-429.790040681473,258.190208618854,5.55866637441671e-12,-5.4231738815403e-10,11.6389538659102,14]\n",
      "%%[48,4.31363401783964,-103.621346326349,5.63443800208532e-16,-4.01297565624104,1.80164433975262e-06,-6.13311143995326e-06,-5.23253133346235e-15,4.57271443157933e-11,1.21170400132409e-09,3,14,-645.649039171747,-1733.33178376559,-426.062162376958,259.890490990291,1.69209563546621e-09,-4.95114710329108e-11,11.6388794428453,14]\n",
      "%%[49,5.47933591394048,-102.79713339179,2.01901,-4.01298833277588,8.31714200192485e-06,1.59425340505448e-05,-1.42724373985992e-15,1.29283949303024e-09,2.81968295564559e-09,3,14,-631.446400687205,-1591.17538599031,-413.225258914463,258.3531772475,-2.07894122403185e-09,-1.43700211194882e-09,11.6389173936454,14]\n",
      "%%[50,3.14800938748225,-101.972900887346,2.01901,-4.01298078134393,-1.56050637886845e-05,1.50697218704796e-06,4.07313072159354e-15,8.30374618837443e-10,9.25548932609258e-10,3,14,-596.64804183965,-1728.96633405807,-383.452441791302,253.20737897441,1.04502927839034e-09,-1.21005218638084e-09,11.6389008007922,14]\n",
      "%%[51,4.31371174607898,-101.148684324856,-1.61972603346854e-16,-4.01298077778566,-2.10813574743713e-05,2.28844957373499e-05,1.04082586033965e-15,2.60385946306113e-10,3.59208682268697e-10,3,14,-616.275139034054,-1684.25575739743,-404.732765348965,250.375156689566,1.91221194725325e-09,1.84032899293489e-09,11.6389009313065,14]\n",
      "%%[52,1.98238144100255,-100.324459298225,-3.62364199562552e-16,-4.0129849966499,1.57282967833128e-05,-4.64859819389873e-05,3.87884169228414e-15,1.87117962979751e-10,2.05372658019599e-10,3,14,-622.449467145535,-1649.71699821364,-412.839438735169,248.390532884114,-1.53419191933901e-09,2.09005855678068e-09,11.6389067710783,14]\n",
      "%%[53,3.148082407401,-99.500237041145,2.01901,-4.01298024187909,1.58487426217824e-05,-2.28700244445821e-05,-1.01307850997046e-14,8.56423158990877e-11,1.70022126368109e-10,3,14,-618.094637822354,-1723.87412216692,-414.920889415844,241.640561916518,-3.20179183166402e-09,-4.51467934597157e-09,11.638891279042,14]\n",
      "%%[54,0.81675489998472,-98.6760196238465,2.01901,-4.01298264724839,-2.42658227642689e-05,2.6865258329789e-05,-1.68476343986868e-14,2.31037969775587e-10,3.68383664135055e-10,3,14,-616.952165605135,-1704.46011593297,-419.383411318958,235.369210029381,1.66759991232501e-09,-1.22290660237168e-10,11.638895288499,14]\n",
      "%%[55,1.98245474076167,-97.8517957119252,-5.16476850732041e-16,-4.01298329649311,-2.26942888381654e-05,1.69969978811579e-05,1.40026878980848e-14,1.63331933426138e-10,2.67351550710223e-10,3,14,-617.438731486515,-1691.31714756498,-426.197078899379,228.918631431222,-1.35631459535768e-09,-1.75575688685678e-09,11.6388966295034,14]\n",
      "%%[56,6.64518221867608,-97.027574999501,-5.5407143053863e-16,-4.01298122077345,5.79777027695516e-06,-1.66344733374402e-05,1.2712053631958e-14,8.34000367147018e-11,1.35136585316547e-10,3,14,-601.677029705771,-1723.07224977861,-422.359851948443,216.859712948392,4.2245864445567e-10,-3.71318913811036e-09,11.6388934247621,14]\n",
      "%%[57,0.816820599712617,-96.2033528391922,2.01901,-4.01298398679055,1.922382318581e-06,-3.78982539384204e-05,-7.85482789922298e-15,1.37236619093573e-10,2.24077420541648e-10,3,14,-597.122856044992,-1746.0412938372,-422.936151837139,210.86736277194,-2.16787988602252e-10,4.84715707849137e-09,11.6388912224372,14]\n",
      "%%[58,6.64524561464929,-94.5549157647448,9.58982345036982e-16,-4.01297914061756,8.08106223361849e-07,-1.98301518503918e-05,-1.29202204490753e-14,2.80143403083525e-10,3.61889545702642e-10,3,14,-657.308163161991,-1845.23866980944,-487.75382632222,203.811614700594,2.27036779730082e-09,-9.78325281897341e-10,11.6388467203588,14]\n",
      "%%[59,4.31347598544553,-108.566629921637,-6.37664723702778e-17,-4.0129068487547,-3.15188116213391e-05,4.17118459530387e-05,-4.16312648775282e-15,4.18976959489469e-08,2.69868603287964e-07,3,14,-707.948824770009,-2589.93351869429,-471.803024888597,278.767602815635,-3.24704501460577e-09,-1.97142615394378e-09,11.6386637030629,14]\n",
      "%%[60,5.47918036284683,-107.742519260802,2.01901,-4.01303526956079,-3.07088199497929e-05,4.84423002306278e-05,1.11716191852906e-14,1.28438105503206e-07,2.50755050475657e-07,3,14,-773.918575341906,-685.207862941909,-541.104298537072,275.002269680629,2.01779589391327e-09,1.57518708385034e-09,11.6390547145715,14]\n",
      "%%[61,3.14785177006145,-106.91820877769,2.01901,-4.01297775877389,1.86954074034296e-05,-2.83080574673021e-05,3.61516372393567e-15,3.20769018473636e-08,3.37617487782982e-08,3,14,-525.31592626732,-2130.62842378747,-299.951422516304,267.320507445068,-1.11173327488334e-10,2.42496820583929e-10,11.6388570535309,14]\n",
      "%%[62,4.31355526149288,-106.094002573455,-2.67413330681809e-16,-4.01296229489755,1.38252873785835e-05,-6.80255042976251e-06,-1.35255463161117e-15,1.6841686894655e-09,1.79326976621005e-08,3,14,-661.598983655781,-1873.37422736664,-441.086723183239,262.082021645466,1.28763210795708e-09,3.05795902726866e-09,11.6388403359091,14]\n",
      "%%[63,1.98222962590122,-105.269812712967,2.37343348845402e-16,-4.01299839422375,-1.39424065221522e-05,4.10433952165723e-05,-4.72538674856082e-15,1.15662867037299e-08,2.58835888361622e-08,3,14,-659.876013555609,-1428.89746221966,-436.621644357751,264.920415374724,1.93441589829701e-09,2.31857185726647e-09,11.638942042216,14]\n",
      "%%[64,3.1479318684856,-104.445560807096,2.01901,-4.01297968981838,-5.67248362788597e-06,-1.33418213245273e-06,3.19189119579733e-15,4.29986319580551e-09,5.08275335605031e-09,3,14,-591.355397907155,-1857.83121593966,-372.022128268265,262.331815213669,1.31184526436234e-09,9.58994293533795e-10,11.6388800433486,14]\n",
      "%%[65,0.816604167824655,-103.621346745896,2.01901,-4.01297641858806,-3.14475081866772e-06,-2.31170207791453e-06,-1.12410081243297e-15,4.50197210550696e-11,1.10308108066329e-09,3,14,-630.005593556683,-1695.81294504375,-416.788144235472,255.22191838413,1.03947061201592e-09,4.00223978958003e-10,11.6388916137369,14]\n",
      "%%[66,1.98230698319998,-102.797134654537,2.86751099389938e-17,-4.01298883015452,-1.01312150196514e-05,3.73950065964135e-05,-1.20042864537595e-15,1.51373343140433e-09,3.50007395578014e-09,3,14,-618.085264623548,-1563.04316036182,-404.171136013144,254.424580005596,-1.06726394388801e-09,-5.76364219697333e-10,11.6389272051135,14]\n",
      "%%[67,6.64503798846815,-101.972899442087,6.2214899149966e-17,-4.01298025584365,1.2371543016647e-05,-3.05983138014498e-05,9.15933995315754e-16,9.76924664761802e-10,1.20310248977994e-09,3,14,-606.966716221972,-1754.31902912715,-390.476366147347,256.190586130831,-2.74459152236825e-09,-4.00223978958003e-10,11.6388924773569,14]\n",
      "%%[68,0.816679696082473,-101.148682264238,2.01901,-4.01298050777175,1.56409196681861e-05,-1.84366488072824e-05,-1.12410081243297e-15,8.63448084081111e-11,3.36438132589395e-10,3,14,-622.39941381998,-1700.88870826566,-408.816421797434,253.166643463767,-1.45776025669078e-09,-3.06838383867802e-09,11.6388957258432,14]\n",
      "%%[69,6.64511468443077,-99.5002399667221,-7.92048806913909e-16,-4.0129801043057,-2.57261265485739e-05,2.69728641553169e-05,1.50296441958631e-14,1.54093766670535e-10,2.92014538304684e-10,3,14,-619.596150883803,-1726.8080574815,-416.626821958014,241.205195393897,1.25556376732137e-09,3.51307714863136e-09,11.6388900538648,14]\n",
      "%%[70,0.816443339527697,-108.566626351729,2.01901,-4.01290698868974,2.44991963995744e-05,-3.1174146167337e-05,1.41553435639707e-15,4.13446090457745e-08,2.84609285073806e-07,3,14,-703.865362203732,-2584.99394376092,-468.331713953082,279.270946988555,-1.22707560215249e-09,1.37854926085534e-09,11.6386661377228,14]\n",
      "%%[71,1.98214757992108,-107.742515415608,1.29861985209176e-16,-4.01303554564566,2.30598547270727e-05,-1.89936954806125e-05,-1.81799020282369e-15,1.24338263577822e-07,2.35027963188878e-07,3,14,-766.359861518854,-670.120906122706,-536.406064575175,273.516286708479,-8.00447957916006e-10,-1.397309759869e-09,11.6390600338311,14]\n",
      "%%[72,6.6448837523499,-106.918211865174,5.92450807033127e-16,-4.01297719598815,-2.54225922368748e-05,2.88190417783996e-05,-1.20320420293751e-14,3.02515909295806e-08,3.10813351943678e-08,3,14,-535.556944324899,-2156.66699424289,-306.802474020741,271.67745374987,7.76128792527933e-10,1.51195725384135e-09,11.6388486370652,14]\n",
      "%%[73,0.816526990889189,-106.094005256557,2.01901,-4.01296189988737,-2.04046804776342e-05,4.08791780985088e-05,8.63198401646059e-15,1.94931758924171e-09,1.54049685031542e-08,3,14,-672.565574491771,-1905.38895667138,-447.172970327441,268.205368407471,-8.4491728891134e-10,-8.22682623413673e-10,11.6388308676849,14]\n",
      "%%[74,6.64496146995879,-104.445560542411,-2.30271685459276e-16,-4.012980291024,2.64546636903618e-06,-1.24525351397065e-05,2.77555756156289e-15,4.31234007304993e-09,5.19038253426124e-09,3,14,-576.732521150915,-1820.61989063276,-361.314232268414,255.745479249807,-1.26737593336701e-09,1.35631459535768e-09,11.638892159794,14]\n",
      "%%[75,5.47985318013649,-80.5432017080308,2.01901,-4.01298103398645,-1.95042405271018e-05,-8.82201387400472e-06,-2.65638205876328e-14,1.63202975398694e-10,2.40793397313932e-10,3,14,-623.160144762113,-1917.50720913072,-523.275467139532,125.5378770757,-2.76543652127231e-09,-3.31027268012725e-09,11.6388338114992,14]\n",
      "%%[76,4.31419937583294,-78.8947649628387,-1.29525108431548e-15,-4.01298240032283,1.08552217868881e-05,-4.06212153045386e-05,2.1677180124758e-14,3.64850199669113e-10,4.54222477942815e-10,3,14,-631.708493109822,-1886.81664626286,-540.543037296722,115.696988322746,3.60173354487823e-09,-4.84468525352814e-10,11.6388352931522,14]\n",
      "%%[77,5.47988779266478,-78.0705530470418,2.01901,-4.01298092038745,9.68997141386624e-06,2.78024066089483e-05,-2.41143910395536e-14,2.22595727672546e-10,2.90304063568932e-10,3,14,-622.600690867076,-1892.97323331162,-536.197382543678,110.246227817921,-1.52446425318378e-09,2.03377705973971e-09,11.6388360040649,14]\n",
      "%%[78,5.4797674750264,-85.4885126565993,2.01901,-4.01298468308853,-1.19838277922862e-05,4.49944867871935e-05,-2.95770352654046e-15,5.06134117399513e-10,7.34123104815266e-10,3,14,-617.828606115169,-1859.54028473919,-493.455977406074,153.268985135332,2.75153985533627e-10,-2.17656530223254e-09,11.6388529828198,14]\n",
      "%%[79,4.31412003361369,-83.8400748358121,-5.97381308396691e-16,-4.01298105417957,1.12122548652557e-05,-2.46983079198204e-07,1.26568142962104e-14,3.26108221695692e-10,3.39683812314039e-10,3,14,-639.752036880932,-1882.30434050921,-521.261429207282,147.563629140638,4.55709112813367e-09,3.11336853233867e-09,11.638837607801,14]\n",
      "%%[80,5.47981111296539,-83.015853357164,2.01901,-4.01298445529321,1.2695280173225e-05,-3.49630121829758e-05,-1.74374403805189e-14,2.07609944604447e-10,2.22536138213525e-10,3,14,-630.742112793645,-1864.53831070794,-516.241353405778,141.23227509955,7.00391963176505e-10,-1.17148893840832e-09,11.6388452186562,14]\n",
      "%%[81,3.14847348416246,-82.1916390495239,2.01901,-4.01297964295323,-2.09768159339652e-05,3.33632366871143e-05,-1.65908953242422e-14,1.50953621001981e-10,2.42674704811283e-10,3,14,-629.156174468501,-1915.6332074771,-517.596471447581,137.022284538739,1.68983457782268e-09,-9.80273563248359e-10,11.6388335269189,14]\n",
      "%%[82,4.31416333583754,-81.3674222184229,-9.45816113196632e-16,-4.01298448587167,-1.92406338730064e-05,2.79839679754722e-05,1.86587079781735e-14,1.78519616491341e-10,2.92242217662993e-10,3,14,-622.721021651136,-1865.46808547871,-517.341911697038,131.622921164929,1.8453940470286e-09,2.37543024582371e-09,11.6388462160544,14]\n",
      "%%[83,1.98282154312765,-80.5431995312256,-1.12493268721445e-15,-4.01298117586562,1.16520092930672e-05,-5.33524329610624e-05,2.04419814409107e-14,3.52087308775116e-10,4.85209044091226e-10,3,14,-621.786698681927,-1913.57748488767,-520.7910088745,126.997715483506,-8.89386619906674e-10,1.24375160127574e-09,11.6388353440981,14]\n",
      "%%[84,3.14851094526697,-79.7189853507199,2.01901,-4.0129824754799,1.05039647545629e-05,-1.64197350939034e-05,-1.88668525247238e-14,9.57856594400054e-11,1.90317092109607e-10,3,14,-627.91894081489,-1898.53919824194,-531.309679746953,121.658480702511,6.67039964930005e-11,6.3542504992551e-10,11.6388355870889,14]\n",
      "%%[85,0.817170914867536,-78.8947676850372,2.01901,-4.01298236666124,-1.87387595555755e-05,4.10939623947393e-06,-2.76584311009742e-14,1.70270847171243e-10,2.50989407543296e-10,3,14,-632.481133772874,-1887.39172434782,-540.487348262632,116.568552886241,1.58283025011516e-09,2.57922119772935e-09,11.6388350356157,14]\n",
      "%%[86,1.98285874816077,-78.0705548293616,-7.38788796468302e-16,-4.01298100870751,-1.72152252498475e-05,6.85706179779089e-05,1.87835857978769e-14,5.39998510172775e-10,8.28327598674244e-10,3,14,-621.594562404106,-1893.98655788372,-533.654779889217,111.802632283913,-4.4914024305287e-09,-3.54226014709705e-09,11.6388365357232,14]\n",
      "%%[87,5.47966470017069,-90.4338130881556,2.01901,-4.01297864828367,1.08699034645499e-05,-7.27486726176604e-05,5.37157124336218e-15,7.36047275314002e-10,1.88002590914524e-09,3,14,-643.49204927873,-1835.17944692042,-494.961968412781,180.295943369882,-3.47416648401044e-09,-3.45540598499679e-09,11.6388497071855,14]\n",
      "%%[88,4.3140249709384,-88.7853809630941,2.34837414573679e-16,-4.01298206443769,-1.12297859045183e-05,5.65936721828457e-06,-1.97787109691449e-15,2.34812028057814e-10,4.00106686963724e-10,3,14,-624.249021119619,-1878.38079465475,-480.151796649056,175.030384053488,9.79394811183772e-10,1.08298287143825e-09,11.6388495561818,14]\n",
      "%%[89,5.47971833331452,-87.9611640490224,2.01901,-4.01298017473351,-5.84399037522471e-06,6.50758962097292e-06,-2.69098979210902e-15,1.23845690157041e-10,2.14545123682462e-10,3,14,-621.761066172936,-1904.29689862478,-483.084263990309,169.423426962282,-2.84603718370136e-09,-1.27406370384873e-09,11.6388436739498,14]\n",
      "%%[90,3.1483815501486,-87.1369414239524,2.01901,-4.01298568583643,-3.9547897977138e-06,-4.41740561857636e-05,3.60822483003176e-16,3.33620390577097e-10,6.61328368012996e-10,3,14,-630.751902306901,-1788.99254957547,-497.126105347773,163.913860533366,-4.44693309953337e-11,-3.4255281532343e-10,11.6388634649193,14]\n",
      "%%[91,4.3140749221191,-86.3127277243887,3.18461104157127e-16,-4.01297921529008,-8.76931435449084e-06,7.63759647219158e-06,3.95216107184587e-16,3.38172004519583e-11,1.60127516482875e-10,3,14,-639.399808919293,-1866.21142432619,-510.918676694174,158.672035901835,2.45705049613925e-10,1.64655827375945e-10,11.6388419629713,14]\n",
      "%%[92,1.9827366546549,-85.4885121236685,8.9012047908501e-17,-4.01298451729114,5.48131603261837e-06,2.47705358390471e-05,-2.16493489801906e-15,4.07784296664191e-10,5.37047317482765e-10,3,14,-625.770799353206,-1876.33220538262,-497.202358440766,157.715778939711,1.95665056379468e-09,2.53058286695321e-09,11.6388475201832,14]\n",
      "%%[93,3.14842847563238,-84.6642848541797,2.01901,-4.01298138395291,8.86716357612061e-06,-6.49004043405659e-05,-3.63598040564739e-15,1.12063435352813e-09,1.62320706920139e-09,3,14,-629.877889669286,-1902.80972433227,-504.749306114513,153.099128532826,-1.55642658483668e-09,-3.0621303390068e-09,11.6388388869127,14]\n",
      "%%[94,0.817091500232582,-83.8400770925849,2.01901,-4.01298108456147,-1.86578539001919e-05,3.68737246648765e-05,-9.63118473862323e-15,6.27994166580429e-10,7.37300388658847e-10,3,14,-636.19814102413,-1872.06133621427,-518.173338358157,144.940502647363,-1.57866125033435e-09,-3.15732250066869e-09,11.6388408250407,14]\n",
      "%%[95,1.98278267692639,-83.0158556880838,-9.61538163113553e-16,-4.01298487332537,-1.99850322827461e-05,7.11581932649752e-06,1.53002610581154e-14,1.10793179695996e-10,2.33400038266743e-10,3,14,-628.054734188505,-1853.94424986166,-514.681247923405,141.540888736243,2.00111989479002e-10,3.24912735000867e-09,11.6388482301206,14]\n",
      "%%[96,6.64550161782302,-82.1916368516061,-7.53880359645929e-16,-4.01297969147734,1.34268350621553e-05,-1.11966836204846e-05,1.85962356624714e-14,2.78532293185008e-11,8.71873532677108e-11,3,14,-626.780403681611,-1917.31448432461,-518.971352249665,135.911576045165,-1.20067193687401e-09,1.88994656730168e-09,11.6388333965589,14]\n",
      "%%[97,0.817132087761536,-81.367420795077,2.01901,-4.01298441454741,1.14247415108626e-05,-1.30678238343673e-05,-2.03587147140638e-14,7.64373950231792e-11,9.46125232957306e-11,3,14,-620.504076047443,-1867.08661364926,-515.55660376192,131.172493756204,7.64316626482298e-10,-1.64536524682735e-09,11.6388466231607,14]\n",
      "%%[98,6.64554203743568,-79.7189874519142,-1.35909685304706e-15,-4.01298239169778,-1.79552436685305e-05,2.68303464277531e-05,3.07948111455403e-14,2.64374134728463e-10,3.1037545113694e-10,3,14,-628.817044639308,-1901.02731260582,-533.267966724986,120.693072778928,-2.23910029894473e-10,2.22346654976668e-10,11.6388345387862,14]\n",
      "%%[99,5.47960958583313,-92.9064737432727,2.01901,-4.01298090065297,-1.54788764899355e-05,1.36440024210982e-05,1.34016062136588e-14,6.47056290784488e-10,7.08268542038108e-10,3,14,-643.645635433935,-1809.97149911055,-483.854956914985,192.44541875269,-5.41969971505629e-10,-2.29746629587611e-09,11.6388573718875,14]\n",
      "%%[100,3.1482741296635,-92.0822634819504,2.01901,-4.01298130951146,1.0634801221765e-05,4.2503171264838e-05,5.10008701937181e-15,1.14749372334097e-09,1.93384113185502e-09,3,14,-622.763520472231,-1838.50075632728,-464.107893523291,191.798532005841,4.80268774749604e-09,6.69124464820411e-10,11.6388598436257,14]\n",
      "%%[101,4.3139697799143,-91.2580338108774,6.21441700854077e-16,-4.01298589292583,1.04298057742366e-05,-5.64705937884041e-05,-9.15941275516211e-15,4.38788935729349e-10,8.59281520141466e-10,3,14,-604.95639181659,-1823.98042507035,-450.694401509619,186.544320449498,-1.02252267894579e-09,7.8746790347148e-10,11.6388707251954,14]\n",
      "%%[102,1.9826363366646,-90.433815375848,2.02360947823991e-16,-4.01297855338484,-1.75114379147856e-05,-4.07111204546173e-05,3.67761376907083e-16,4.32598645500141e-10,1.08511235251141e-09,3,14,-646.021415830836,-1845.05199342939,-494.833825016706,183.448132617819,-4.66927975451004e-10,4.89944328407573e-10,11.638847346562,14]\n",
      "%%[103,3.1483307454774,-89.6096062524581,2.01901,-4.01298427321387,-1.43602779871105e-05,5.44615234812564e-05,1.71390679426509e-15,9.72279118615891e-10,1.55957284728703e-09,3,14,-650.699781169215,-1785.24796920075,-502.34632759226,180.158893254418,1.73430390881801e-09,2.63545723204485e-10,11.6388588073398,14]\n",
      "%%[104,0.816993912965408,-88.785380715471,2.01901,-4.01298243732045,4.55563894474764e-06,-8.56586388635339e-06,-4.03843625207401e-15,2.29284700579042e-10,3.19347905818748e-10,3,14,-614.757156715376,-1857.56380309037,-475.3984389498,170.902097272795,1.13396794038101e-09,8.00447957916006e-10,11.6388563545587,14]\n",
      "%%[105,1.98268814313559,-87.961164477355,-1.29732495341382e-16,-4.01298064885592,-5.33224358445494e-07,2.10716298126856e-06,3.60822483003176e-16,1.48172961318269e-10,2.16104233499762e-10,3,14,-612.355598901678,-1881.57673215942,-474.951686527875,167.823450518907,-5.78101302939338e-10,-1.54565666873625e-09,11.6388515123217,14]\n",
      "%%[106,6.64541169817954,-87.1369416040771,8.99614584562699e-18,-4.01298518234118,-2.79724350564113e-06,-4.57414047869142e-05,7.7715611723761e-16,3.11276306151064e-10,6.26676280521794e-10,3,14,-640.239722071683,-1811.43849219274,-505.348611358577,164.639851176112,-4.2251075695293e-09,-3.06838383867802e-09,11.6388556298028,14]\n",
      "%%[107,0.817044205711489,-86.3127274625728,2.01901,-4.01297875760876,2.0791992927649e-06,-4.77722863151397e-06,5.77315972805081e-15,2.12649534824646e-11,8.93019289035635e-11,3,14,-649.097768238975,-1886.64884802598,-517.173375240279,161.087647780435,6.94833296802089e-10,2.22346654976668e-10,11.6388348665964,14]\n",
      "%%[108,6.6454598176279,-84.6642866531195,-1.56142895143333e-16,-4.01298173173069,-1.59056150927719e-05,-3.27951499696499e-05,4.23272528138341e-15,8.03157566438485e-10,1.05961068186577e-09,3,14,-622.908303403197,-1884.48142713064,-502.763599809748,148.881865732601,1.5286332529646e-11,2.93497584569202e-09,11.6388442018231,14]\n",
      "%%[109,1.98257826147052,-92.906472877789,1.73718711981893e-16,-4.01298066689092,9.16692941244079e-06,-1.02818794483206e-05,-1.9151347174784e-15,6.4248199777169e-10,7.3432523221189e-10,3,14,-647.96628998772,-1826.62072625651,-486.032016384765,196.364568232149,9.1162128540434e-10,1.39453042668179e-09,11.6388528907369,14]\n",
      "%%[110,6.64530558964757,-92.082265395914,5.03258851084159e-16,-4.01298125160013,-1.68131579911801e-05,7.38285891925816e-05,-9.42301792150602e-15,1.60057984291798e-09,2.95887602864134e-09,3,14,-621.46685559026,-1831.0907218468,-465.786462192784,188.79950181368,1.19163910401558e-09,1.77877323981335e-09,11.6388611438496,14]\n",
      "%%[111,0.816941010188764,-91.2580360868153,2.01901,-4.01298588494487,-1.6739706875879e-05,-2.17216833582612e-05,2.72004641033163e-15,2.33682855547248e-10,4.02115585980574e-10,3,14,-604.167934216832,-1826.73092884254,-451.188558825591,185.751867699321,-2.64592519422235e-09,-2.13452788777602e-09,11.6388702574464,14]\n",
      "%%[112,6.64535966975843,-89.6096052520256,-1.44847905322704e-16,-4.01298442976242,7.4601112850653e-06,3.03485438687967e-05,2.66453525910038e-15,7.79875178133573e-10,1.14610752657828e-09,3,14,-643.879369222284,-1770.34067621812,-500.607942838574,174.675518532272,1.80100790531101e-09,2.31240521175735e-09,11.6388633078902,14]\n",
      "%%[113,5.47999465115139,-65.7072441690074,2.01901,-4.01298231674809,-1.94484885130061e-05,-5.00473955353936e-06,-1.86877423258291e-14,1.04055663430721e-10,1.98220989721837e-10,3,14,-524.52969437651,-1728.34725953991,-510.217322227106,27.9879768176187,-8.2824128978809e-10,1.30793682706783e-09,11.6388908922106,14]\n",
      "%%[114,4.31432108544453,-64.0588026470394,-3.75624478497342e-16,-4.01298276076256,-5.75648202284264e-06,3.3001931148862e-06,7.67431041425686e-15,3.524892061291e-11,6.11872689924543e-11,3,14,-519.101665290996,-1679.81528722473,-521.555997902515,10.2321221699149,2.33503672201426e-09,-1.26809084339948e-09,11.6388991655185,14]\n",
      "%%[115,5.47999931073033,-63.2345821473045,2.01901,-4.01298231676178,-1.38831410116669e-05,3.29964062840485e-05,-1.017588791008e-14,1.18227912114824e-10,2.35002792465913e-10,3,14,-507.507954499725,-1686.25451278279,-517.281349795959,3.03118380587377,-2.05253755875337e-09,2.81754901853247e-10,11.6389007588737,14]\n",
      "%%[116,3.14864491873096,-62.4103594670694,2.01901,-4.01298183348757,1.40472671885244e-05,3.84223087545633e-06,-1.36002320516582e-15,3.0186005513211e-11,5.67660850816943e-11,3,14,-514.088475836907,-1704.15261577766,-522.22654342812,4.31897602026834,5.78101302939338e-10,-5.0896538990753e-10,11.6388948881936,14]\n",
      "%%[117,5.47996880389887,-70.6525743123996,2.01901,-4.01298164643676,-3.61951781038608e-05,4.61034462199833e-05,-2.83653309174348e-14,3.18023778437495e-10,5.53787340018562e-10,3,14,-555.620651184024,-1747.55444147724,-513.15663310272,60.5725919128606,2.94331384525365e-09,-5.67331386838905e-10,11.6388806001729,14]\n",
      "%%[118,4.31430017997175,-69.0041297123793,-8.76682321193564e-16,-4.01298186267618,2.75111559846445e-05,-2.43973929078784e-05,2.52573453625526e-14,1.02375202604934e-10,1.99723420369243e-10,3,14,-537.914727900812,-1733.80293918677,-504.656301504835,50.2725157405571,-7.10655988771168e-10,-2.04804401198254e-09,11.6388882835712,14]\n",
      "%%[119,5.47998180666517,-68.1799079588935,2.01901,-4.01298294827993,2.53650173027697e-05,-2.52658844026241e-05,-2.30900368269893e-14,1.09688579690305e-10,2.4683311905125e-10,3,14,-528.711474780127,-1697.50565757589,-502.042855172072,42.3789587247103,1.63980658045293e-10,9.16485118481955e-10,11.6388978000445,14]\n",
      "%%[120,3.14863544368738,-67.3556904810015,2.01901,-4.01298209156745,-3.22145262169615e-05,3.92689097686064e-05,-1.89501192515706e-14,2.39815874340694e-10,5.00232900003099e-10,3,14,-530.708967865676,-1706.92304955452,-506.586953833444,39.907619730693,1.11173327488334e-10,1.372159585054e-09,11.6388943442167,14]\n",
      "%%[121,4.31431529168952,-66.5314690015591,-9.97568587520469e-16,-4.01298220327439,-2.60015450023084e-05,3.47713266904905e-05,1.81453917328151e-14,2.39777389610381e-10,4.46115948538992e-10,3,14,-524.497476638029,-1716.02424231307,-504.664793250083,35.3633508716619,1.68914664359231e-09,-1.74078570789204e-09,11.638894211808,14]\n",
      "%%[122,1.98296297926894,-65.7072433297208,-6.79074241939924e-16,-4.01298296105599,9.80723379924442e-06,-3.81210105941387e-05,1.82145964977565e-14,1.14665205334932e-10,2.10653162948183e-10,3,14,-508.530841496207,-1687.46216099883,-502.722176489182,19.9463595838967,-2.29017054625968e-09,-2.84638460034976e-09,11.6389033784373,14]\n",
      "%%[123,3.14864238267259,-64.8830226961172,2.01901,-4.01298225140137,2.23797907711321e-06,-2.29610501943766e-05,-1.01169073118967e-14,4.50119098676161e-11,1.23907519621615e-10,3,14,-517.903861966976,-1687.50881533771,-515.493866826496,15.5976357103994,2.53475186673402e-09,3.61035381018365e-09,11.6388988720167,14]\n",
      "%%[124,0.817291071636179,-64.0588027360692,2.01901,-4.01298180912236,-3.55622278674916e-06,1.18765485115219e-06,-8.93729534823251e-15,3.24700276029433e-11,5.70302856651693e-11,3,14,-537.868088545585,-1724.80108474322,-537.778401676627,12.6276514446152,3.18511583254077e-09,2.44581320474335e-09,11.6388835627494,14]\n",
      "%%[125,1.98296826194915,-63.2345818677342,2.63157115190318e-16,-4.01298120504409,4.97966222923196e-06,8.18622039136518e-06,2.47024622979097e-15,2.45149050587769e-11,6.3703875628385e-11,3,14,-527.789695206333,-1735.76613805441,-530.90863484887,7.7912219902007,-1.26737593336701e-09,-7.47640627359047e-10,11.6388844518537,14]\n",
      "%%[126,6.64567691315219,-62.4103606534352,-5.71812697206469e-16,-4.0129824057255,-2.31013215648418e-05,4.63947633433381e-05,1.42386102908176e-14,2.26805953034369e-10,3.70679009052994e-10,3,14,-496.885670154135,-1662.35025704483,-511.785091252355,-5.46082040670576,2.21999238328267e-09,1.60089591583201e-09,11.6389082958101,14]\n",
      "%%[127,5.47992044643224,-75.5978974419254,2.01901,-4.01298343415632,-2.11669148584281e-05,5.0828174742161e-05,-8.40993941153556e-15,2.54775020639632e-10,5.14253086614709e-10,3,14,-578.73799380041,-1765.17525039176,-506.79558682153,93.0956936196393,-2.14147622074404e-09,1.32087809722077e-09,11.6388749273692,14]\n",
      "%%[128,4.31425997102592,-73.9494530525985,2.15115020829798e-16,-4.01298272391701,1.73520969838151e-05,-2.35805998699893e-05,1.57459213995511e-15,5.17499658065129e-11,2.07324118130599e-10,3,14,-563.139878632682,-1760.75153557609,-498.471650363864,85.7919967383577,-2.42576330232989e-10,7.46191009384489e-10,11.6388799716172,14]\n",
      "%%[129,5.47994480441833,-73.1252310792434,2.01901,-4.01298211214765,2.07002057615313e-05,-4.91461935753154e-05,-2.18618526059977e-15,2.68950360327518e-10,4.23061340569355e-10,3,14,-564.907880987661,-1749.48774818684,-505.923369428538,78.8057912061609,-3.04336983999315e-10,3.76078521894131e-11,11.6388800484094,14]\n",
      "%%[130,3.14860156043695,-72.3010169328765,2.01901,-4.01298232352522,-3.19390176658774e-05,4.89093514390903e-05,-1.21569421196455e-14,4.2532705365751e-10,7.40468404250237e-10,3,14,-554.38845650594,-1747.27214586883,-502.700028132363,72.884799430208,-1.17843727137634e-09,-2.85680709980179e-09,11.6388831945829,14]\n",
      "%%[131,4.31428542104381,-71.476793670737,-9.08014784490056e-16,-4.01298272495372,-3.39348308735117e-05,2.61851571919956e-05,2.18302836009843e-14,2.19819910489623e-10,4.09125385042222e-10,3,14,-552.350142890403,-1750.17422387949,-504.032389648396,67.2697565292062,4.089223498981e-09,7.02252583313997e-09,11.6388829556967,14]\n",
      "%%[132,1.98293550013529,-70.6525711926668,-9.12108152211865e-16,-4.01298139639967,2.74243592085638e-05,-3.34936242333272e-05,2.08721928629529e-14,9.62107070679298e-11,2.79854405410975e-10,3,14,-558.874645066098,-1755.69248539653,-516.431074228951,60.700936358402,4.06894378607303e-09,4.8582744112402e-09,11.6388777254608,14]\n",
      "%%[133,3.14861812751416,-69.8283510444347,2.01901,-4.01298282845943,2.80367597971648e-05,-2.92272107720172e-05,-2.69714806044874e-14,1.07256574121679e-10,1.93084221092746e-10,3,14,-550.890632339819,-1730.05579610177,-512.39908840171,56.163636452141,4.44693309953337e-10,1.88647240081767e-10,11.6388854403178,14]\n",
      "%%[134,0.817273386050356,-69.0041340734914,2.01901,-4.01298149897035,-3.66699026758399e-05,5.86689484937536e-05,-2.44804176929847e-14,3.86868940361978e-10,7.89144650122253e-10,3,14,-541.082022000781,-1741.16999122026,-510.228142682064,47.408252265375,-2.26793588076202e-09,-2.09005855678068e-09,11.6388850436298,14]\n",
      "%%[135,1.98295460137176,-68.1799127831469,-1.11874430000367e-15,-4.0129826328189,-3.44327523052884e-05,5.44571788414772e-05,2.45775622076394e-14,3.75156670181606e-10,6.38690815576897e-10,3,14,-533.615985057643,-1714.72615139136,-506.667386281924,43.2178686477508,-3.8243624655987e-09,-1.72735557584999e-09,11.638892572108,14]\n",
      "%%[136,6.64566263764299,-67.3556861018283,-8.95874862220428e-16,-4.01298250264189,2.25690835307241e-05,-2.98689939614016e-05,2.33701946683595e-14,1.44081306299716e-10,2.37453528868129e-10,3,14,-521.891170000771,-1678.42950863172,-503.330168833098,33.3327736956096,1.86771190180401e-09,3.11285316967336e-10,11.6389022121882,14]\n",
      "%%[137,0.817283183637291,-66.5314665320953,2.01901,-4.01298267086363,1.64628057587324e-05,-1.79746811993925e-05,-2.42444953002519e-14,6.16021336304838e-11,8.41180599485795e-11,3,14,-511.348606622214,-1681.38658625854,-499.907040041028,25.267011956334,-3.33519982465003e-11,2.00111989479002e-09,11.6389043689695,14]\n",
      "%%[138,6.64567313592733,-64.8830223076709,-4.74144262924918e-16,-4.01298132916103,-1.17923024195239e-05,-1.14576367098163e-05,1.59733337667944e-14,6.75655599842063e-11,1.75638120151926e-10,3,14,-535.421675521807,-1731.64524947906,-529.062323272505,19.6973764962882,-1.39400930170919e-09,-2.93497584569202e-09,11.6388841915311,14]\n",
      "%%[139,3.14854679957422,-77.2463344234504,2.01901,-4.01298347506836,-1.97600821794236e-05,4.17218368999202e-05,-9.97119053991469e-15,1.66527017873888e-10,3.89808138727154e-10,3,14,-600.401065013753,-1851.71813013005,-518.005891642288,106.360272919046,6.00335968437005e-10,3.26571649496982e-09,11.6388525135263,14]\n",
      "%%[140,4.31423359040277,-76.4221155282218,-2.69513725480337e-16,-4.01298126282096,-1.85037750569488e-05,5.0498346148976e-05,7.61857844754262e-15,2.54307237713345e-10,3.27388972670293e-10,3,14,-591.128649477149,-1829.15003317543,-513.519697954849,99.8289561318658,1.31306691098313e-09,-2.53001950290744e-09,11.6388583834496,14]\n",
      "%%[141,1.98288864990094,-75.5978954487401,-1.60710539138709e-16,-4.01298322475118,1.27811646247894e-05,2.72671925544143e-06,2.42861286636753e-15,2.3804145602783e-11,6.19445121551337e-11,3,14,-580.758725335141,-1779.34115388543,-507.477885863959,96.3353975183306,-1.22290660237168e-09,-2.37111862533713e-10,11.6388716364361,14]\n",
      "%%[142,3.14857488576188,-74.7736743171953,2.01901,-4.01298180271417,1.3291581285671e-05,-1.51016165212988e-05,-1.00613961606655e-15,5.04815882856507e-11,7.57831934546942e-11,3,14,-567.797110236545,-1787.31753485928,-498.052677331642,91.4982616060937,2.89050651469669e-10,-4.2023669615737e-10,11.6388738186124,14]\n",
      "%%[143,0.81723202672928,-73.9494567690489,2.01901,-4.01298309139881,-2.6106975996143e-05,4.21896158575019e-05,-1.50157664080552e-14,2.6236857058304e-10,4.10115775865774e-10,3,14,-555.320744477703,-1743.40948632424,-494.313633458809,81.4037146073019,3.53948081390984e-09,2.35687454275268e-09,11.6388856767085,14]\n",
      "%%[144,1.98291694695776,-73.1252348501067,-4.48457090971666e-16,-4.01298225849337,-2.91169772357047e-05,1.99468500297062e-05,1.06373243546898e-14,1.77415030645636e-10,3.21313791903542e-10,3,14,-557.456082910888,-1738.30306005628,-500.935703579949,77.1043767678098,-2.02335456028768e-09,7.84466792089558e-10,11.6388845821917,14]\n",
      "%%[145,6.64562885837184,-72.3010127424105,6.95385181978018e-17,-4.01298205630785,2.32731707090496e-05,-2.85765353543188e-05,5.55111512312578e-15,9.8196855096344e-11,1.86813024242015e-10,3,14,-561.725970359206,-1755.63298558199,-507.583320885652,71.6457122528144,6.0884767632283e-10,3.15732250066869e-09,11.6388791708449,14]\n",
      "%%[146,0.817252530484408,-71.4767901731753,2.01901,-4.01298248980978,2.49777119764871e-05,-5.4075772376011e-05,-1.19487753025282e-14,2.83950874643402e-10,4.69580473323611e-10,3,14,-557.662879353592,-1756.78844051931,-510.654619759461,65.6947221310782,-2.14842455371206e-09,-3.46860781763603e-09,11.6388793370749,14]\n",
      "%%[147,6.64565138760816,-69.8283543422892,-1.24750914536439e-15,-4.01298273847059,-3.69323214680639e-05,5.24124708653761e-05,2.43693953905222e-14,3.35777869359873e-10,7.13444637251673e-10,3,14,-551.042585293574,-1728.46928031487,-514.733868043926,53.3771446339066,-2.61604736245986e-09,-3.55754647962669e-10,11.6388852091084,14]\n",
      "%%[148,6.64557504064587,-77.2463325467366,-8.00427455802931e-16,-4.01298334952652,1.13172753807844e-05,-4.56415390537313e-07,1.974809205052e-14,4.60195685569582e-11,7.54441072233025e-11,3,14,-602.245177324512,-1854.01014243143,-519.501747942054,105.101220442246,-2.27210488054283e-09,-3.6909544726127e-09,11.6388513758725,14]\n",
      "%%[149,0.817202416612226,-76.4221141579515,2.01901,-4.0129811630001,1.01717284324288e-05,5.65187912651005e-06,-1.01862962509358e-14,3.97289289947891e-11,6.63270871086797e-11,3,14,-592.102579141911,-1836.35677515841,-514.739009199136,100.657019263944,3.8910664620917e-09,4.2912904410497e-09,11.6388565479698,14]\n",
      "%%[150,6.64560619160959,-74.7736767289657,-6.0135106332446e-16,-4.01298197528991,-2.15399104573216e-05,4.07147055416779e-05,1.43773881688958e-14,1.78583694336014e-10,3.79932248620675e-10,3,14,-563.156098562659,-1769.59273076256,-497.219876955167,86.9079179413702,4.80268774749604e-09,2.84603718370136e-09,11.6388782807387,14]\n",
      "%%[151,5.47994096575915,-50.8712231283123,2.01901,-4.01298234053605,-3.1925853343287e-05,7.57579341432307e-06,-1.31951741200176e-14,1.85472468412828e-10,3.46932882848623e-10,3,14,-485.161622116602,-1770.12672450021,-576.525160448658,-90.3277665910054,-2.73764318940023e-10,-4.36789581202213e-10,11.6388780638091,14]\n",
      "%%[152,4.31424279687311,-49.2227803207536,-7.15406024889978e-16,-4.01298238293402,3.01494425018322e-05,-8.38024799874035e-05,1.4446786101693e-14,4.8002285810347e-10,8.42439887154857e-10,3,14,-516.989505248428,-1862.31490691391,-616.550362455975,-100.471259398398,2.86823825718615e-09,9.70894901803693e-10,11.6388471294337,14]\n",
      "%%[153,5.47990930957339,-48.3985637114299,2.01901,-4.01298175999223,3.10905088182975e-05,-8.21258194234759e-05,-1.77635683940025e-14,4.45083049686238e-10,7.28678074007524e-10,3,14,-524.657460863184,-1925.35380117518,-630.818442171645,-105.512181721607,2.14008655415043e-10,-2.78280735369237e-10,11.638830936521,14]\n",
      "%%[154,3.14854877842127,-47.5743498683823,2.01901,-4.0129827710631,-3.63415963964414e-05,-1.00023617633947e-06,-4.94049245958195e-15,2.14384901834177e-10,3.99374102168953e-10,3,14,-545.052145052586,-1962.35286819492,-655.478292652217,-112.301043093395,-1.37854926085534e-09,-6.3542504992551e-10,11.6388159151867,14]\n",
      "%%[155,5.47997897574748,-55.8165571933297,2.01901,-4.01298306904149,1.9464151642265e-05,-5.20825095449429e-05,-1.48952031264749e-14,1.93342855050033e-10,3.91217271396923e-10,3,14,-412.966376558361,-1477.98768470867,-474.168684576708,-54.4592504488107,9.13010951997945e-10,1.39314076008819e-09,11.6389662616573,14]\n",
      "%%[156,4.31429257496998,-54.1681086606531,-2.13066601357543e-16,-4.01298198744846,-9.65823737769048e-06,-3.72210282072331e-05,4.98884948518857e-15,1.48863217812439e-10,2.21942312821262e-10,3,14,-454.912950088658,-1613.62401046726,-518.333354176065,-59.4995886399609,-8.44113347738273e-10,-1.18524349209996e-09,11.6389239185918,14]\n",
      "%%[157,5.47996242991587,-53.3438836714957,2.01901,-4.01298171810585,-8.49755932952334e-07,-5.5589265865047e-05,-8.64412708079243e-15,2.24067166766486e-10,4.2052504468383e-10,3,14,-472.81091988299,-1665.51833637185,-541.998763348107,-65.1422067230207,-3.54087048050344e-09,-2.28148513004966e-09,11.6389061952485,14]\n",
      "%%[158,3.14860292460828,-52.519663511789,2.01901,-4.01298246318542,-1.88488549246885e-05,-2.16047675644779e-05,-1.08385522779031e-14,1.33841487662959e-10,2.06011759186534e-10,3,14,-469.887499167942,-1659.93427819801,-551.904135202065,-80.8641118868621,2.02335456028768e-09,-1.08241414269678e-09,11.6389063586991,14]\n",
      "%%[159,4.31427227489203,-51.6954435641788,-4.72420789167959e-16,-4.01298270937878,-2.60839799997295e-05,3.48288303703934e-06,1.16918512257298e-14,1.50911112673141e-10,2.73496183220656e-10,3,14,-478.589380957736,-1711.07229744288,-566.951704199502,-85.2817467570753,7.78904320154416e-10,1.44705596192715e-09,11.6388923596971,14]\n",
      "%%[160,1.98290825258593,-50.8712192610739,-6.89740217064716e-16,-4.0129817250521,2.27375027508359e-05,-6.36023522564144e-05,9.91567938868343e-15,2.77727325281144e-10,4.71163157086401e-10,3,14,-498.755177699742,-1796.31965037327,-587.506153226044,-87.5979526538767,5.22514639195171e-09,1.6644731624894e-09,11.6388681582819,14]\n",
      "%%[161,3.1485756182531,-50.0469995354777,2.01901,-4.01298239646286,2.87914512571014e-05,-7.00046440683709e-05,-1.34545152796761e-14,3.07518655620687e-10,6.59354515541713e-10,3,14,-506.081397760295,-1824.78280567128,-600.623970909945,-94.6302572853813,7.33743961423006e-10,1.73986257519243e-09,11.6388592783327,14]\n",
      "%%[162,0.817216341211642,-49.2227840114014,2.01901,-4.01298262229262,-3.86785789905919e-05,1.53390470880588e-06,-6.67521593555875e-15,2.29717611849487e-10,4.28337958109703e-10,3,14,-514.344110638019,-1853.06592207061,-615.325495227525,-100.762608950548,2.62091119553748e-09,1.33407992986001e-09,11.6388497342618,14]\n",
      "%%[163,1.98288309812938,-48.3985675670105,-3.70397175946883e-16,-4.01298156175596,-3.9531124766512e-05,3.03439423263163e-06,3.87884169228414e-15,2.77234001167945e-10,5.23757808241274e-10,3,14,-529.297288051569,-1927.06102029889,-633.366023133472,-107.014378433228,3.77989313460336e-10,-8.09480790774433e-10,11.6388291641142,14]\n",
      "%%[164,6.64557580664547,-47.5743458869594,-9.95264708963515e-16,-4.01298296419365,2.77503996626363e-05,-8.24578234450146e-05,1.50018886202474e-14,4.37204521677749e-10,1.00477124455217e-09,3,14,-537.665277734198,-1952.8035349905,-647.852525990104,-111.339503750047,-4.05087812035618e-09,1.33407992986001e-10,11.6388206559124,14]\n",
      "%%[165,5.47999677057771,-60.7619128908001,2.01901,-4.0129820266977,2.72673339503093e-05,-1.23543397032716e-06,-8.47499154188469e-15,9.19892736070696e-11,1.48266642403846e-10,3,14,-481.88434937374,-1610.47564041968,-501.305152983507,-9.36524171994884,-1.44108425756753e-09,-6.83715964053255e-10,11.6389226477778,14]\n",
      "%%[166,4.31432028166258,-59.1134672234286,-2.5913278307984e-16,-4.01298249202222,-4.32012579575196e-05,6.81349142783201e-05,7.04274464113006e-15,5.14435217225372e-10,9.41619301386627e-10,3,14,-441.402756708229,-1520.91544725367,-474.671042443151,-23.9431416098724,-2.35600545924139e-09,-2.15940580315128e-09,11.6389524297744,14]\n",
      "%%[167,5.4799941615857,-58.2892411094472,2.01901,-4.01298248962662,-4.2286485473865e-05,6.10593887357472e-05,-6.14135478582689e-15,4.48348390134937e-10,8.51445625391371e-10,3,14,-435.233899824642,-1494.68833283025,-473.975840676309,-31.3985911753856,-1.40217359294662e-09,-1.32895553429609e-09,11.6389586483922,14]\n",
      "%%[168,3.14863367243868,-57.4650112797455,2.01901,-4.01298279535771,3.05588242496407e-05,-3.09437346180243e-05,-1.16642806524681e-14,1.14924783763456e-10,2.20542575886834e-10,3,14,-420.765401392031,-1467.81403044548,-467.046811500645,-40.5811378403723,4.00223978958003e-10,-6.70166714765615e-10,11.6389679412559,14]\n",
      "%%[169,4.31430666423085,-56.6407840330835,-5.54674882276118e-16,-4.01298298873844,2.50084612158676e-05,-4.25279560887187e-05,1.45648950756526e-14,1.47371456502156e-10,2.82648185947179e-10,3,14,-411.383871325647,-1469.2089783849,-465.281123543357,-47.2188269083552,2.15617697569178e-09,1.71439407977138e-09,11.6389698801255,14]\n",
      "%%[170,1.98295134154026,-55.8165606236955,-4.22720941615018e-16,-4.01298236205148,-2.79443334957746e-05,6.24213912842064e-06,7.48012762841199e-15,1.47126026462812e-10,2.64228991994626e-10,3,14,-431.428165362163,-1515.61466565552,-485.496263558185,-50.3468711699356,1.86771190180401e-09,-1.01723594651826e-09,11.6389531540113,14]\n",
      "%%[171,3.14862229172771,-54.992334385618,2.01901,-4.01298209186041,-1.981849668313e-05,-1.62282756264354e-05,-8.90260087871297e-15,1.29861074491075e-10,1.96642391669463e-10,3,14,-442.063636672816,-1555.88611932376,-501.034811731154,-54.3230081954567,1.46748792284601e-09,2.70637569104414e-10,11.6389405045591,14]\n",
      "%%[172,0.817262192707405,-54.1681074845056,2.01901,-4.0129829180266,6.31748743137872e-07,-5.41504287368336e-05,-7.07767178198537e-15,2.06202183820882e-10,3.54790604899827e-10,3,14,-434.310086314098,-1557.27059315365,-507.391339080723,-69.1452997544484,5.11397306446337e-10,-1.14508527312984e-09,11.6389409873338,14]\n",
      "%%[173,1.9829327605878,-53.3438844341663,-7.34285881347282e-16,-4.01298270190346,-7.97853726840214e-06,-4.35607131812066e-05,1.04499742192843e-14,1.6973983526611e-10,3.03337198378394e-10,3,14,-452.968976301285,-1608.25549398652,-530.180710835065,-75.4625231767134,2.64592519422235e-09,-6.14753759345648e-10,11.6389234759164,14]\n",
      "%%[174,6.6456315509193,-52.5196615928029,-7.26390774726296e-16,-4.01298159055222,9.2130873091123e-06,-5.22293169806232e-05,1.0019762797242e-14,1.79477958007966e-10,3.17414537724204e-10,3,14,-488.415052917679,-1708.80737466961,-563.502451695547,-71.9413605517966,-2.89050651469669e-09,-4.8916264094867e-10,11.6388910013809,14]\n",
      "%%[175,0.817240210888327,-51.6954402350825,2.01901,-4.01298206369993,1.63701695961305e-05,-5.11047002866166e-05,-5.20417042793042e-15,1.76289217127647e-10,2.95741831190974e-10,3,14,-494.929074618291,-1750.21924958599,-575.494429650757,-80.1751914947623,1.19511327049959e-09,1.15620260587868e-09,11.638879936115,14]\n",
      "%%[176,6.64560913303538,-50.0470031772806,-5.95352749915453e-16,-4.01298278511685,-3.75699558433952e-05,5.80717550591192e-06,1.10467190950203e-14,2.21283661896741e-10,4.17038326451429e-10,3,14,-497.418049069559,-1807.48095544548,-593.370591760745,-95.1892199041784,-2.38727349948778e-09,5.33631971944004e-10,11.6388657513715,14]\n",
      "%%[177,4.31432117666371,-61.5861361552018,-3.80556979021743e-17,-4.01298190692739,2.13235535462372e-05,-2.08507679371481e-06,3.85769618431779e-15,7.34310699294248e-11,1.1705846903014e-10,3,14,-502.085594656063,-1655.80647122411,-513.0677193958,-1.46962257235532,2.18022546296108e-09,1.22764013506943e-09,11.6389080113085,14]\n",
      "%%[178,1.98296997595179,-60.7619183685655,-6.96655165221747e-16,-4.01298243818005,-3.64508170476036e-05,8.61846166076985e-05,1.27745036770932e-14,6.68551883823911e-10,1.35002131974548e-09,3,14,-470.852443366441,-1582.11993658051,-495.86012742557,-16.2457559350544,-3.71318913811036e-09,-6.78331006003039e-10,11.6389313210395,14]\n",
      "%%[179,3.1486454697818,-59.9376934569252,2.01901,-4.01298277156055,-4.17976485222044e-05,7.96258346604305e-05,-8.65280069817231e-15,6.15353665228315e-10,1.19928068143096e-09,3,14,-451.97582411288,-1552.61328516368,-479.433652894795,-19.457761500802,-1.33407992986001e-10,-6.4857577940785e-10,11.6389437025828,14]\n",
      "%%[180,0.817286384318311,-59.1134623409258,2.01901,-4.01298225964762,3.31122558540897e-05,-2.71061626835184e-05,-7.14706072102445e-15,1.5271690623436e-10,3.47339905963932e-10,3,14,-443.186207194681,-1525.41582961536,-478.395023246011,-28.1951956907961,-1.51473658702855e-10,1.68983457782268e-09,11.6389504143415,14]\n",
      "%%[181,1.9829604651245,-58.28923735627,-3.67263704043647e-16,-4.01298268853625,3.16804420427558e-05,-2.99272994946365e-05,8.33361157859258e-15,1.23001853750693e-10,2.58783493128123e-10,3,14,-432.895058209162,-1480.28204037349,-474.667209206174,-34.4452702525849,2.40134387374802e-09,1.74785315810565e-09,11.6389617718812,14]\n",
      "%%[182,6.64566749674432,-57.4650148190695,-2.97281557096986e-16,-4.01298236620372,-4.06837606087502e-05,5.2008786135177e-05,6.02295990859147e-15,3.74221703281621e-10,7.78570859529229e-10,3,14,-427.589412082008,-1490.23659406144,-474.199340281092,-38.9004596570275,-1.65544032963098e-09,-4.8916264094867e-10,11.6389608407884,14]\n",
      "%%[183,0.817279743936237,-56.6407878506032,2.01901,-4.01298225220065,-3.48914015498303e-05,3.44736733093182e-05,-6.80011602582908e-15,2.53576012421601e-10,4.78388592792972e-10,3,14,-425.33566569577,-1499.14507289676,-476.39573092715,-45.3720783231027,-2.40412320693523e-10,-2.09005855678068e-09,11.638959105843,14]\n",
      "%%[184,6.64565087870495,-54.9923319063549,-5.62431200221939e-16,-4.01298292408782,1.04714517047966e-05,-5.51591401009577e-05,1.1671219546372e-14,2.02872784224658e-10,3.49194714544593e-10,3,14,-421.559316627036,-1510.55234489365,-487.79454096094,-62.3931897489858,-2.05670655853418e-09,-2.89050651469669e-09,11.6389558725051,14]\n",
      "%%[185,0.817293736547163,-61.58613928275,2.01901,-4.01298243655828,-3.07083855931867e-05,6.10677009023966e-05,-1.58761892521397e-14,3.55368584256765e-10,6.25213459246563e-10,3,14,-486.692360850399,-1616.2053743895,-509.779647802668,-11.7265108000675,1.17843727137634e-09,-1.21178926962284e-09,11.6389192763272,14]\n",
      "%%[186,6.64567195058172,-59.9376880839922,-6.22437677026646e-16,-4.01298229989802,3.12480649701241e-05,-1.13688423906688e-05,8.82627304576999e-15,1.32825919117742e-10,2.12627231898482e-10,3,14,-458.209598248218,-1570.71866345929,-486.844146135965,-19.1327305152493,-7.11509295925339e-10,-1.22290660237168e-09,11.6389374677802,14]\n",
      "%%[187,5.47969947062465,-36.0352875212968,2.01901,-4.01298250137074,-8.373791867064e-06,7.71084211755729e-06,-1.96977850697166e-15,6.13097225976161e-10,7.13229465716212e-10,3,14,-406.95991469584,-1686.26554516611,-578.537565708643,-181.506643543198,1.82046323762147e-10,2.29729258755191e-09,11.6389082907877,14]\n",
      "%%[188,4.31398594771327,-34.3868451260849,3.89367562066959e-16,-4.01297764680329,6.66085801188238e-06,1.81478634969745e-05,-5.30869184345025e-15,4.63801082559419e-10,7.87674566096719e-10,3,14,-449.482651640718,-1746.24048187522,-626.585226375916,-188.432676158927,1.1578386668582e-09,6.61476523327164e-10,11.6388777055976,14]\n",
      "%%[189,5.47964389980304,-33.56262178913,2.01901,-4.01298644350842,7.26106973445578e-06,-8.62922381129894e-06,3.11209391590239e-15,1.16952059485547e-10,1.48218143485913e-10,3,14,-419.508729790395,-1737.33674467156,-600.169390497549,-192.601568359879,-2.08033089062545e-09,-9.25865367988783e-10,11.6388940217387,14]\n",
      "%%[190,3.14827260200022,-32.7383932001538,2.01901,-4.01298062611791,-1.29463302829258e-05,-5.38059066420011e-05,3.53883589099269e-16,1.35588253617646e-09,2.39342578187586e-09,3,14,-443.256900048452,-1778.24892851614,-628.09300729645,-196.117712995889,1.77877323981335e-09,-7.23321461970974e-10,11.6388738020755,14]\n",
      "%%[191,4.31392989654537,-31.9141847607829,3.22996599698732e-16,-4.01298086134009,-1.28843703180916e-05,1.63787840756885e-05,-3.92776697742887e-15,9.26365300079046e-10,1.20813219874118e-09,3,14,-461.46290674915,-1779.73917182093,-649.141786112264,-200.365159606559,-2.35555590449478e-09,1.88198818401112e-11,11.6388661834101,14]\n",
      "%%[192,5.47979687097313,-40.9806119919964,2.01901,-4.01298094785729,8.4988567180394e-07,-5.05764457636032e-06,-2.06536177049799e-14,5.52666243472815e-10,5.57463432919743e-10,3,14,-484.595125409089,-1781.305889172,-628.437479900166,-151.301801279571,2.28183254669806e-09,1.37576992766814e-09,11.6388655515455,14]\n",
      "%%[193,4.31408992777158,-39.3321709524241,-9.08250618733596e-16,-4.01298564025968,-8.39868039516703e-06,-6.97668535534735e-06,1.26566994379185e-14,4.42616815325174e-10,5.24992629869953e-10,3,14,-433.145116981519,-1709.01791572108,-587.950836937092,-163.165997952357,3.44578688132008e-09,2.19116269221272e-10,11.6388986671731,14]\n",
      "%%[194,5.47975052054648,-38.5079520763336,2.01901,-4.01297802712902,-7.24414600850043e-06,1.24576747124183e-05,-1.34068103840868e-14,5.18392620111304e-11,8.89163763295859e-11,3,14,-447.406746674196,-1714.03035314627,-605.443343688029,-166.411760058375,2.91829984656877e-11,1.02661619602509e-09,11.6388883605486,14]\n",
      "%%[195,3.14838046574309,-37.6837346103555,2.01901,-4.01298674910132,-3.77957657914096e-06,5.96704211769262e-05,-2.41473507855972e-15,6.62470230284015e-10,1.09733398320057e-09,3,14,-421.694626923727,-1595.22011686184,-587.240322064335,-174.053559841582,-2.26793588076202e-09,6.28129300309088e-10,11.638922771712,14]\n",
      "%%[196,4.3140400076879,-36.8595050097219,-3.11301392614454e-16,-4.01298039977382,-5.21479858914264e-06,-2.3268134813714e-05,3.04593503533492e-15,4.70779269121528e-10,4.98837924934961e-10,3,14,-402.376306389343,-1701.31072659978,-571.078843221421,-178.257476368344,5.12291474296419e-10,-9.9821134215524e-10,11.6389067610251,14]\n",
      "%%[197,1.98266892397166,-36.0352862716341,-2.82059126183139e-16,-4.01298216335333,2.08882724758719e-06,-7.61524807363356e-06,-1.33226762955019e-15,4.46021142671572e-10,6.43015866087784e-10,3,14,-411.838587791811,-1702.84375815464,-581.318104407483,-179.094049585143,-9.78325281897341e-10,-8.27199039842887e-10,11.6389035506923,14]\n",
      "%%[198,3.14832774329325,-35.2110553836695,2.01901,-4.01298502772499,3.8536947764567e-06,-9.05492938303248e-05,4.76008121808036e-15,1.67884133039268e-09,2.51523105021814e-09,3,14,-441.636448308737,-1635.63472011881,-616.178021263417,-183.976235242617,1.46748792284601e-09,1.80552432174023e-09,11.6389051836515,14]\n",
      "%%[199,0.816956888609114,-34.386846262949,2.01901,-4.0129778715417,-1.2196371338119e-05,3.95532532018392e-05,2.02615701994091e-15,6.22546897370064e-10,1.18446036182459e-09,3,14,-444.854441553575,-1741.37844920253,-623.463021500076,-188.289330448868,-5.85049635907359e-10,2.22346654976668e-10,11.6388801988818,14]\n",
      "%%[200,1.98261503697422,-33.5626229285402,-1.47989595616882e-16,-4.01298632927569,-1.34669728196202e-05,1.57311454037079e-05,-1.10328413072125e-15,1.91505450300814e-10,3.30100392292365e-10,3,14,-418.031684980145,-1739.02998872082,-599.476150955105,-192.008018090884,2.66815985972002e-10,1.19024943742198e-09,11.6388940639847,14]\n",
      "%%[201,6.64530161200453,-32.7383921359859,-2.50004557717487e-16,-4.01298057517891,6.52074754405735e-06,-7.87833068825461e-05,-4.16333634234434e-16,1.59306465415676e-09,2.93579087795243e-09,3,14,-442.800611420208,-1777.17779916038,-628.031935225474,-196.657500160336,-2.28600154647887e-10,3.55754647962669e-10,11.6388740830704,14]\n",
      "%%[202,0.816898739565009,-31.9141838043941,2.01901,-4.01298097885214,7.08669965693298e-06,-4.47394064333889e-06,-2.52575738102223e-15,8.01163173529957e-10,9.3111241646252e-10,3,14,-458.387288636383,-1774.85621241334,-647.859106346651,-200.50838646351,-1.91218123279935e-09,-2.10117588952952e-09,11.6388679936164,14]\n",
      "%%[203,5.47987877247264,-45.9259231871084,2.01901,-4.01298210770595,-2.66818715684569e-05,6.17632958260783e-05,-1.69204927846778e-14,5.10724536108501e-10,8.30910118151279e-10,3,14,-562.49023386407,-1997.3549889635,-679.273231154519,-119.274414497889,-3.96054979177191e-09,-3.08853400428528e-10,11.6388012978568,14]\n",
      "%%[204,4.3141758147558,-44.2774901962552,-2.78860522679108e-16,-4.0129815419218,7.84492426747149e-06,3.82631484196089e-05,5.92528554977406e-15,2.24652702982454e-10,3.22728413902983e-10,3,14,-514.385845418764,-1929.60070179182,-646.968571250563,-136.352059018756,1.69181366934677e-09,-1.34263697474252e-10,11.6388289772661,14]\n",
      "%%[205,5.479839326735,-43.4532706958789,2.01901,-4.01298474692286,3.24477087048497e-06,1.98577766427344e-05,-1.13832554493598e-14,6.13572614283562e-11,7.99226272616407e-11,3,14,-496.747739927787,-1852.92157602727,-630.454842033674,-139.349337682562,-1.93580556489062e-09,-2.15259355349287e-09,11.638851128122,14]\n",
      "%%[206,3.14847267920526,-42.6290532505082,2.01901,-4.0129792252078,-5.13109252252286e-06,1.2660927611366e-05,-1.26704202685346e-14,2.81451276260939e-11,9.66398823381474e-11,3,14,-496.393430083063,-1904.95785873651,-633.150928831603,-142.949386152893,-5.02503440247271e-09,-5.39850729950383e-09,11.6388385284309,14]\n",
      "%%[207,4.31413502264807,-41.8048358414337,-1.34786079437642e-15,-4.01298477311666,-1.50669558618248e-06,3.70202278908554e-05,2.17470945005463e-14,2.61603570310896e-10,2.7243605319241e-10,3,14,-484.954045198737,-1802.89275113541,-626.682108721473,-147.30403969062,1.46524302379707e-09,8.22602080674229e-11,11.6388635999752,14]\n",
      "%%[208,1.98276754986769,-40.9806116823967,-6.69172310220974e-16,-4.01298122167367,-8.4150980294434e-06,-2.20756081939499e-06,1.00475183728577e-14,6.12665153360689e-10,6.35148155815342e-10,3,14,-479.55158716477,-1770.70691053051,-627.88935761508,-154.087290634714,2.44581320474335e-10,-8.27893873139689e-10,11.6388687436278,14]\n",
      "%%[209,3.14842917253561,-40.1564021393768,2.01901,-4.0129810180522,-9.86135740874139e-06,8.93812860935286e-05,-8.85402862138562e-15,1.73132596759167e-09,2.65997078490277e-09,3,14,-454.0322110722,-1773.52581104333,-605.198165095835,-159.288448526536,-1.60089591583201e-09,2.29746629587611e-09,11.6388772646863,14]\n",
      "%%[210,0.817059556448135,-39.3321700913593,2.01901,-4.01298564656009,1.01615611794448e-06,-1.50302077094808e-05,-5.63438184997267e-15,5.17874585412617e-10,6.45901726695458e-10,3,14,-429.009328453662,-1709.00642389708,-584.376041128843,-162.013015425948,3.57978114512436e-09,2.44581320474335e-09,11.6389001300546,14]\n",
      "%%[211,1.98272003257161,-38.5079509843105,-1.99237268633447e-16,-4.01297819497329,7.86173727229666e-08,5.4723640802723e-06,2.70616862252382e-16,5.84849428316317e-11,1.29717501456692e-10,3,14,-441.163815693998,-1705.02760803846,-601.843252960672,-168.377515563938,-1.11173327488334e-10,-5.18519347738559e-11,11.6388919912932,14]\n",
      "%%[212,6.64541021908117,-37.683734826784,-7.8675473182269e-16,-4.01298651393578,-2.98616721454426e-06,6.03535011546308e-05,1.21291865440298e-14,6.72309084464331e-10,1.1232679937806e-09,3,14,-428.066473495143,-1610.09000028654,-589.620491418179,-169.862995847566,-1.02279461289267e-09,-7.78213292418339e-10,11.6389182081153,14]\n",
      "%%[213,0.817009912966897,-36.8595045832168,2.01901,-4.01298025633083,-7.65651957695956e-07,-3.00031475190671e-05,-4.7045700668491e-15,5.16882122195705e-10,5.31778339042639e-10,3,14,-407.161624068557,-1717.22574024016,-572.750756683288,-174.118838535514,4.46777809843743e-09,3.37966915564536e-09,11.6389024693469,14]\n",
      "%%[214,6.64535830001423,-35.2110565877584,-8.06767447869738e-17,-4.0129852208519,-1.02293299929703e-05,-7.1213641893636e-05,-1.26287869051112e-15,1.39742237085951e-09,1.98163044399983e-09,3,14,-437.228832282376,-1624.88628358859,-611.683513329343,-184.81675588893,-3.46200690131641e-10,-1.37854926085534e-09,11.6389089901054,14]\n",
      "%%[215,4.31421433625738,-46.7501349211806,-6.3731123807511e-16,-4.01298037224215,-3.33931629904996e-05,6.77569666888175e-06,1.00958701027975e-14,1.80858944078059e-10,3.49671585954001e-10,3,14,-564.672932049793,-2006.74965283105,-678.375637033482,-116.343446879502,3.64730886279393e-09,7.56819066891841e-10,11.6387984955075,14]\n",
      "%%[216,1.98284690687119,-45.9259194267989,-8.04963894451883e-16,-4.01298258637857,1.84743311115454e-05,-4.07869778876191e-06,9.15240105925363e-15,9.44122520986977e-11,1.18379184754118e-10,3,14,-550.411077497254,-1968.12323924956,-672.236230224089,-125.614837900063,-3.77989313460336e-10,1.43396221627531e-10,11.6388106465223,14]\n",
      "%%[217,3.14851135134456,-45.1017024785832,2.01901,-4.01298213386932,1.41182416875663e-05,-1.4807715077421e-06,-6.15479889276571e-15,1.35518637183904e-10,1.6411172483249e-10,3,14,-534.173106498693,-1958.6488565526,-662.937252484752,-131.987099697708,7.78213292418339e-10,2.12173411702532e-09,11.6388170253114,14]\n",
      "%%[218,0.81714674383411,-44.2774906656198,2.01901,-4.01298100512418,-1.54228163603831e-05,6.85946139004356e-05,-4.45476988630844e-15,4.28213006712752e-10,6.42629728889448e-10,3,14,-527.081918646084,-1961.19519948169,-652.669758898745,-129.620361126411,2.25959788120039e-09,1.73430390881801e-09,11.6388192811619,14]\n",
      "%%[219,1.98281013623972,-43.4532710020859,-6.43238765789067e-17,-4.01298421286851,-1.03841066741439e-05,4.03884405664745e-05,2.6853519408121e-15,1.65566709885896e-10,2.34329514512987e-10,3,14,-507.899785882456,-1881.04769939311,-640.329119197824,-136.523256280729,2.13452788777602e-09,1.54357216884584e-09,11.6388415805005,14]\n",
      "%%[220,6.64550278559791,-42.6290530298463,-6.33980230621729e-16,-4.01297994659599,-2.80005761344013e-06,2.40015977878705e-06,1.0325074129014e-14,1.88245982882769e-11,7.19778225064615e-11,3,14,-485.768022339135,-1879.53888557309,-624.183728186997,-142.784610481276,-3.73629234522903e-09,-6.67039964930005e-10,11.6388473868799,14]\n",
      "%%[221,0.817105363739581,-41.804835122372,2.01901,-4.01298491652585,-5.55449647676731e-06,3.30878686965116e-05,-7.28583859910259e-15,1.97550670901534e-10,2.30454679812188e-10,3,14,-478.120001243184,-1790.39535259729,-620.45961253546,-148.28738488391,-9.72766615522924e-10,-2.17899721877135e-09,11.6388685171015,14]\n",
      "%%[222,6.64545827606283,-40.1564015348468,-6.53485604680492e-16,-4.01298118292361,2.26880491495385e-06,8.01305688460374e-05,1.28091981466127e-14,1.54334612930019e-09,2.31412129438923e-09,3,14,-452.85295898438,-1776.95733826091,-603.074022296119,-155.986074620891,-3.38731232191018e-09,-2.17899721877135e-09,11.6388773154304,14]\n",
      "%%[223,0.817181270876071,-46.750130257465,2.01901,-4.01298099864885,2.58365535582283e-05,-7.03650837174108e-05,-1.00752739484733e-14,4.2933366681031e-10,7.95753675617179e-10,3,14,-553.708709282796,-1981.23070158437,-669.862991286865,-118.003571386582,1.68983457782268e-09,-6.78157297678839e-10,11.6388072785399,14]\n",
      "%%[224,6.64554330763692,-45.1017052119868,-1.00506262013577e-15,-4.0129817918172,-2.23433806858797e-05,5.02450379253894e-05,1.35169653248113e-14,2.38514061246379e-10,5.15172101491849e-10,3,14,-546.568789197215,-1989.5955211018,-666.553111840471,-123.604316717593,-6.04782901536538e-09,-3.42413848664069e-09,11.638808001896,14]\n",
      "%%[225,5.47915117731599,-16.2540224156858,2.01901,-4.01290687470817,1.09481949878143e-05,-2.38774574080544e-05,-1.9523445360381e-14,4.1642331580905e-08,2.7418628385098e-07,3,14,-419.329730098765,-2455.51711008538,-678.104835717315,-280.52060090898,-9.33855950902007e-10,2.34471496005865e-09,11.6387044413117,14]\n",
      "%%[226,5.47930893117312,-21.1993181444582,2.01901,-4.01297654355078,6.42589550899075e-06,8.66348731307087e-06,-1.64811740643867e-14,4.59550005937026e-11,1.27296810980923e-09,3,14,-392.139148956579,-1667.94944203618,-632.973056034531,-259.092145984196,-1.15620260587868e-09,-4.18489409247688e-09,11.6389009365345,14]\n",
      "%%[227,4.31358191478436,-19.550850581981,-9.76414114964254e-16,-4.01299851570024,-1.06592206377733e-05,3.08479904444643e-06,2.05946783955949e-14,1.08971568890352e-08,2.29742888937909e-08,3,14,-398.510826790253,-1316.15137633462,-643.173154522028,-264.789386628809,3.26834161294323e-09,2.36216452788568e-09,11.6389736789038,14]\n",
      "%%[228,5.47923259538847,-18.7266569442467,2.01901,-4.01296252348798,-1.15690473552546e-05,1.39891107829859e-05,-2.93324392552918e-14,1.55736068915071e-09,1.86047962312887e-08,3,14,-398.39130747302,-1781.25777354437,-647.050064600275,-268.593467379462,-2.64175619444154e-09,-3.19762283188321e-09,11.6388685418702,14]\n",
      "%%[229,3.14785214446355,-17.9024453251742,2.01901,-4.01297724626671,7.35310104535425e-06,-7.86840596289943e-06,-2.65690247580608e-14,2.95854752645565e-08,3.0436719579106e-08,3,14,-255.440070352461,-2033.69459007895,-505.103226391955,-269.418640038953,2.31240521175735e-09,1.24687835111135e-09,11.6388872151517,14]\n",
      "%%[230,4.31350206905943,-17.0781360837237,-1.20029108581983e-15,-4.01303555440405,8.12263726950816e-06,-2.66177883310517e-05,2.34532758440568e-14,1.2678870633374e-07,2.45469584376795e-07,3,14,-490.28174252053,-546.922193864324,-744.470189980558,-275.666898345208,-1.111040201001e-09,-2.35744684798886e-09,11.6390960010001,14]\n",
      "%%[231,1.98212272851344,-16.2540240238103,-1.06844624937913e-15,-4.01290705820813,-1.75623195174529e-05,1.27902925663725e-05,2.11011763617819e-14,4.1250917260615e-08,2.81441570625672e-07,3,14,-414.686905769567,-2453.15432078203,-672.517170975138,-277.598077530857,5.78101302939338e-10,-1.54070598149653e-09,11.6387069144658,14]\n",
      "%%[232,5.47945676133372,-26.1446424827854,2.01901,-4.01298176348445,1.46834708650984e-06,-1.15508994558283e-05,-4.31078783780237e-15,2.24468475097321e-10,2.37645146103881e-10,3,14,-434.433629805073,-1783.70036511869,-655.596821015517,-237.264755147667,-4.70819041913095e-09,-7.58757960107881e-10,11.6388698388509,14]\n",
      "%%[233,4.31373287294118,-24.4962035728494,2.99553786035416e-16,-4.0129854724526,-1.00637236702963e-05,3.21874541373337e-05,-3.30340550327058e-15,1.68630415115849e-10,1.91293193444487e-10,3,14,-410.768706786003,-1686.5690232436,-642.876321605504,-249.436698690596,2.46419067748119e-10,-5.69438444449332e-10,11.6388966034518,14]\n",
      "%%[234,5.47938511718446,-23.6719837279726,2.01901,-4.01297982782121,-1.11559714002785e-05,3.35393985633689e-05,-6.24500451351651e-17,8.19433984459323e-11,3.20284485902688e-10,3,14,-403.579227495217,-1717.60260772094,-638.588614966347,-252.753292224858,-1.26737593336701e-09,-1.3316480133212e-09,11.6388902391916,14]\n",
      "%%[235,3.14800611163255,-22.8477648256077,2.01901,-4.01298151287718,5.94917071027046e-06,1.68687259123126e-05,-4.78783679369599e-16,6.84712974135558e-10,8.70460494690675e-10,3,14,-376.822557862689,-1721.78733932259,-613.598093229129,-255.026651756135,-1.33407992986001e-10,-2.01675364396806e-09,11.6389004902929,14]\n",
      "%%[236,4.3136574225254,-22.0235313409987,-4.76367582694268e-16,-4.01298773451128,7.0727709656172e-06,-1.31788834530438e-05,8.44477396194737e-15,1.39236821436092e-09,2.90098793317841e-09,3,14,-389.562454979288,-1560.76430137854,-627.991578137385,-257.723550257839,3.17903393673446e-09,4.01037715263764e-09,11.6389279979062,14]\n",
      "%%[237,1.98227963359295,-21.1993187687872,-3.71583372484777e-16,-4.0129767066552,-8.50179839402554e-06,3.10476164323281e-05,8.11156697366755e-15,5.0616848878988e-11,1.52338342282972e-09,3,14,-391.868098949138,-1664.832595125,-629.348528523798,-257.137010804395,-2.44581320474335e-10,2.98187709322616e-09,11.6389023503474,14]\n",
      "%%[238,3.14793107938561,-20.3751018394254,2.01901,-4.01297998527608,-1.09266272182856e-05,2.16024607055509e-05,-1.32116539930394e-14,3.68144880257132e-09,4.48750913567329e-09,3,14,-335.380267542503,-1766.692606929,-575.578924792303,-260.378980695976,-1.60089591583201e-09,-2.30337237889892e-09,11.6389072446128,14]\n",
      "%%[239,0.816551196016913,-19.550850000957,2.01901,-4.01299869604636,5.98681648605881e-06,-2.02974756765492e-05,-2.49383846906426e-14,1.075153529791e-08,2.36821244972844e-08,3,14,-397.339531453468,-1321.50838434592,-639.388916865827,-260.949662076278,-1.58421991670876e-09,-4.00223978958003e-09,11.6389736845337,14]\n",
      "%%[240,1.98220192918771,-18.7266551045527,-1.49382004471588e-15,-4.01296245344614,5.81593043200157e-06,-1.71696616330375e-05,2.88588597463502e-14,1.64513317528382e-09,1.6722925965124e-08,3,14,-400.24238166564,-1788.46487931706,-644.470986121767,-263.995802578562,-1.08949860938568e-09,1.9972983116576e-09,11.6388672904811,14]\n",
      "%%[241,6.64488302186344,-17.9024479435693,-1.50147033764341e-15,-4.01297728746957,-1.35324380735533e-05,2.71962426198202e-05,3.24462678946702e-14,3.16712760219172e-08,3.32548048850264e-08,3,14,-252.388268204484,-2026.90162475775,-502.658569166359,-271.024968139385,-2.0289132266621e-10,3.55754647962669e-10,11.638889552679,14]\n",
      "%%[242,0.816472946190455,-17.0781382632575,2.01901,-4.01303586688639,-1.52462389020475e-05,8.61428767014866e-06,-2.73947531326257e-14,1.24669189830381e-07,2.3718162948554e-07,3,14,-484.947840268961,-540.76767457233,-738.811268631223,-273.601211231688,3.57978114512436e-09,4.43581576678453e-09,11.639099404947,14]\n",
      "%%[243,5.47958650097025,-31.0899597869554,2.01901,-4.01298499888544,-1.07899853070137e-05,-1.4992087749327e-05,2.34968294821059e-15,9.14829944272923e-11,1.12368881787379e-10,3,14,-449.525938343658,-1805.2578631097,-641.301756483975,-204.175337757527,-2.25542888141958e-09,-1.84026598658033e-09,11.6388672753353,14]\n",
      "%%[244,4.31386857657184,-29.4415266770165,-2.57311131265124e-16,-4.01298275571322,-1.34267630546702e-06,2.89989441281803e-05,3.06675054813194e-15,5.00059843224815e-10,8.98592195093809e-10,3,14,-454.733432186948,-1787.67519306794,-655.963654467117,-214.621025358616,8.45815828315326e-10,7.45213309110228e-10,11.6388655837936,14]\n",
      "%%[245,5.47952404841396,-28.6173025104033,2.01901,-4.01298395203993,-3.46278931723232e-06,6.8073578420591e-06,-8.98196447773891e-15,9.20031998732416e-11,1.04396133189848e-10,3,14,-433.5525917374,-1803.12188378444,-638.970414321649,-219.968290130944,-3.44498348554476e-09,-1.53896889825453e-09,11.6388705686979,14]\n",
      "%%[246,3.14814893256691,-27.7930822770884,2.01901,-4.01297974504117,-2.50249636603306e-06,-1.17768220694904e-05,-8.60422844084496e-16,7.53186385239453e-11,1.64108334839102e-10,3,14,-443.224636589767,-1829.98135654355,-651.44900617638,-223.572099820401,4.8916264094867e-10,-7.59800210053084e-10,11.6388593224914,14]\n",
      "%%[247,4.31380330214872,-26.968865816259,-1.81077221652383e-17,-4.01298391858678,-1.37947341833332e-06,9.49408935795325e-06,8.59957169888027e-16,1.59636590392639e-10,1.83668115010681e-10,3,14,-440.472683401957,-1765.61625029363,-656.225671487113,-230.507848205607,6.46544701858187e-10,-1.1220694135447e-09,11.6388729213689,14]\n",
      "%%[248,1.98242749983521,-26.1446428639051,-2.90831479948791e-16,-4.01298206610023,-1.1435940519916e-05,-2.25195080083562e-08,4.46864767411626e-15,2.35813625685582e-10,2.73920875524345e-10,3,14,-431.135944415177,-1773.59207797082,-653.382801330732,-237.930336772104,-7.78213292418339e-10,-9.94306447723789e-10,11.6388729451096,14]\n",
      "%%[249,3.14808050820777,-25.320427649616,2.01901,-4.01298025760373,-1.10600539108274e-05,4.23323008783088e-05,-3.19189119579733e-16,3.67153005271107e-10,5.25900735493034e-10,3,14,-421.876376769703,-1782.6625057957,-649.798254545616,-244.196635084505,2.02335456028768e-09,1.49389158812449e-09,11.6388729255815,14]\n",
      "%%[250,0.816702293395881,-24.4962026903088,2.01901,-4.01298529218578,4.03945997015653e-06,1.19563681512322e-05,-2.85882428840978e-15,1.14093959180134e-10,1.47534905845326e-10,3,14,-411.903640770516,-1692.60396670107,-642.998747427827,-247.426361368346,1.86771190180401e-09,2.13452788777602e-09,11.6388951416622,14]\n",
      "%%[251,1.98235418514517,-23.6719823569475,-1.20350491669628e-16,-4.01297985066765,6.05037636912387e-06,1.21748023018953e-05,3.7470027081099e-16,5.30679804368393e-11,1.33242141099677e-10,3,14,-403.745109113015,-1719.71623108421,-638.274905367928,-251.482575865475,-4.44693309953337e-10,5.79056698722441e-10,11.6388898837736,14]\n",
      "%%[252,6.64503662677929,-22.8477661474083,-1.60391107404255e-16,-4.01298140568853,-9.06282888223087e-06,3.81135053900694e-05,3.60822483003176e-15,8.7283785799959e-10,1.24336076865689e-09,3,14,-376.407718725969,-1725.4010219545,-614.052079916073,-254.585105105704,1.40078392635301e-09,2.89050651469669e-09,11.6388997627008,14]\n",
      "%%[253,0.816628371252668,-22.0235327737015,2.01901,-4.01298779309946,-9.23876920244648e-06,1.0619891271893e-05,-7.43849426498855e-15,1.23306618012984e-09,2.33254592166977e-09,3,14,-388.346869724038,-1562.84984627471,-626.739357223594,-255.516404003726,1.48972258834368e-09,-2.26793588076202e-09,11.638928114098,14]\n",
      "%%[254,6.64496002283773,-20.3751017044217,-7.11575407700494e-16,-4.01297975670994,7.09551049781756e-06,2.1097133112713e-06,2.13717932240343e-14,3.76350825919309e-09,4.42832069937717e-09,3,14,-334.960436107456,-1774.65614874179,-576.226766682726,-259.798455243804,-2.89050651469669e-10,1.95665056379468e-09,11.63890558357,14]\n",
      "%%[255,1.9825558158862,-31.08995894442,-5.06032503537574e-16,-4.01298519209532,4.67042690951991e-06,-3.24639560461693e-05,7.01522173685021e-15,1.28994330772728e-10,1.45040222204752e-10,3,14,-445.022954712917,-1795.91103426898,-636.845950726996,-204.703583878543,1.64536524682735e-09,4.7561339166103e-10,11.6388708259772,14]\n",
      "%%[256,3.14821224104207,-30.2657378788575,2.01901,-4.01297955118841,2.54084494194506e-06,-2.0260999832332e-05,-4.71844785465692e-15,3.30198038686938e-10,7.12352047686625e-10,3,14,-461.186548470599,-1828.94295367134,-657.589466586626,-209.426248736749,2.71262919071535e-09,1.67686735320333e-09,11.6388549190809,14]\n",
      "%%[257,0.816838613749498,-29.4415272148346,2.01901,-4.01298255918094,-5.71948785038634e-06,3.7814731861513e-05,-3.8441472227646e-15,5.70949567964549e-10,1.05510938419674e-09,3,14,-460.886807218884,-1800.37452850962,-658.593426012596,-211.890588901168,2.75292952192988e-09,1.11173327488334e-09,11.638861434557,14]\n",
      "%%[258,1.9824942333783,-28.6173025637813,5.64528376155287e-17,-4.01298385901728,-5.13132880701483e-06,8.73167218970461e-06,6.24500451351651e-16,9.70714989475284e-11,1.17110438312979e-10,3,14,-438.772306275424,-1813.98952170846,-641.155745566736,-216.944082293771,-4.00223978958003e-10,4.78740141496639e-10,11.6388670679447,14]\n",
      "%%[259,6.64517930161391,-27.7930828533723,-5.92759865860084e-16,-4.01298005318568,-7.12226517504255e-06,-6.42444490886462e-06,1.17683640610267e-14,6.46056261777454e-11,1.38387372939608e-10,3,14,-437.945538491248,-1815.96451882134,-648.512552601723,-225.279687795399,-2.82276026825849e-10,1.77877323981335e-10,11.6388636720043,14]\n",
      "%%[260,0.816773625937812,-26.968866364534,2.01901,-4.01298413490191,-8.90595386718318e-06,1.90751124005267e-05,-9.08995101411847e-15,2.12901680654799e-10,2.68721319618801e-10,3,14,-436.537545934212,-1754.17214468691,-651.646724810767,-231.430755328263,3.56310514600111e-09,4.44693309953337e-10,11.6388768025703,14]\n",
      "%%[261,6.64510977222602,-25.32042693429,-4.99014962798636e-16,-4.01298032504623,2.57603044218763e-06,2.45251585789807e-05,8.09075029195583e-15,2.4439211063022e-10,3.10863010082886e-10,3,14,-422.400440217664,-1788.45283548532,-649.50663241119,-242.977078199589,-8.82438286938653e-11,-2.26793588076202e-09,11.6388718085099,14]\n",
      "%%[262,6.64524296009563,-30.2657389984613,-5.21378198774701e-16,-4.0129792330411,-9.29281143090266e-06,-4.44343737804331e-06,4.13558076672871e-15,2.58051235325953e-10,5.06256776309103e-10,3,14,-467.414801618471,-1842.32197715222,-662.238973608064,-207.87449225731,1.86771190180401e-09,2.80156785270602e-09,11.6388501900129,14]\n",
      "%%[263,5.47864374116088,-1.57141920038701,2.01901,-3.62245029971862,-1.59236907382176e-07,2.09357293217555e-05,7.91641058262016e-15,0.976016526885362,7.09673011179487,5,11,-367342.984953597,-2252848.26768848,-367424.987794649,1.54448159307948,-5.91859002216019e-09,-2.46387887046021e-09,11.7626674245522,12]\n",
      "%%[264,5.47880687818183,-6.3754715831116,2.01901,-3.99860122485588,3.45001088308816e-07,1.5244598896777e-06,8.71698546678346e-17,0.00416099803351967,0.0112630654399424,3,14,17443.7339374613,-216245.717940409,17174.3233163813,-300.208267075604,-1.38966659360418e-11,-1.66586282908301e-10,11.5986586082442,14]\n",
      "%%[265,4.31306706458435,-4.69046073874283,-1.3144528227127e-16,-4.02164239488736,3.73433286387278e-06,1.48141922383333e-05,-2.91470603514774e-16,0.0262136801306156,0.0315537151330395,3,14,-101370.145713274,427689.903483753,-101675.847194671,-345.933456648858,1.78015751410933e-10,-6.22601837079281e-10,11.7046131445016,14]\n",
      "%%[266,5.47871512999494,-3.93507428988491,2.01901,-3.94453953438576,9.04331301676553e-07,7.83642288583464e-06,-3.03576608295941e-16,0.0581991611723568,0.149128956328774,3,14,87815.4671306717,-804975.178176787,87591.0433193462,-283.266411238735,-2.36799187550152e-09,7.24016295267776e-10,11.5021458212746,14]\n",
      "%%[267,3.14733116785254,-3.04764047962479,2.01901,-4.03335497110177,-7.92957290518537e-06,2.62413127310041e-05,7.23726634177524e-15,0.0212328846296139,0.104497401357987,3,14,125745.398592833,196630.662653577,125363.747996379,-271.980994035196,2.00111989479002e-09,1.48103717213365e-09,11.8655928391147,14]\n",
      "%%[268,4.31296840921707,-2.15979830185185,6.91686575578021e-16,-3.86516944190283,-5.4732600542561e-06,2.78216274190676e-05,-1.33856829411567e-14,5.72063217763918,1.19755415957138,5,14,-70297.5765728537,1528560.78391615,-70278.3630425591,-596.696495799285,-2.66608084058645e-09,-3.57790688287542e-10,12.773137779737,16]\n",
      "%%[269,1.98161390173258,-1.57141732652341,2.03123806727238e-16,-3.62244938697584,7.66144368752331e-07,-1.50272144686797e-05,-2.84494650060196e-16,0.976004008772288,7.09668050218388,5,11,-367333.466845696,-2252858.02849814,-367416.985603275,1.9880686570955,-4.2245864445567e-10,4.36181602067511e-10,11.7626660386992,12]\n",
      "%%[270,5.47898144985773,-11.3094658312745,2.01901,-4.01194033220925,1.45343776862331e-05,-3.4872526325877e-05,2.47024622979097e-15,1.61885653864197e-05,6.02364087056617e-05,3,14,-50.7034986957682,-16282.2694394837,-321.351675939402,-293.705221415447,2.38049887484396e-09,1.60714941550323e-09,11.6357897686526,14]\n",
      "%%[271,4.31324825125718,-9.65786697726946,2.6406492996231e-17,-4.01453954415424,-1.28500486992586e-05,-1.01634647793787e-06,7.21977468285152e-16,0.000212613497164358,0.000305321973928412,3,14,-7375.65620474773,40120.2860417075,-7649.85582868037,-296.880847571604,-7.57220595185818e-10,1.11081820562056e-09,11.6447376361408,14]\n",
      "%%[272,5.47889623100131,-8.83919873907645,2.01901,-4.00915564259477,-1.30737305310547e-05,7.53957891152374e-06,5.95877513998033e-16,0.000270051818460874,0.000836154545804056,3,14,2600.54074720326,-58676.225572618,2331.89097503723,-295.006622886752,1.50222958768612e-09,-1.95699798044308e-09,11.6275370987126,14]\n",
      "%%[273,3.14751272143009,-8.01182627233486,2.01901,-4.01532583698379,4.87104595868482e-06,-1.5348263484815e-05,-6.0507154842071e-15,6.76969417176612e-05,0.000349111197161916,3,14,11026.8290522635,-4493.49815021452,10749.8085706984,-295.994957192467,4.00223978958003e-10,1.87257573488163e-10,11.6445071029515,14]\n",
      "%%[274,4.31315903202121,-7.17996855714851,-3.63862388729045e-16,-4.01723465816959,4.10378487660998e-06,-1.4199014413366e-05,2.65092580419017e-15,0.0023806269625086,0.00310271043896964,3,14,-26359.9399814358,133625.063079085,-26648.3610369399,-314.349920487799,-1.93541817930744e-09,-1.49754456953882e-09,11.6575732161289,14]\n",
      "%%[275,1.98177678922831,-6.37547106279436,7.04123312269064e-17,-3.99860058803235,-5.17815482869999e-06,-9.66345929651058e-07,-1.04083408558608e-16,0.00416067200761922,0.0112624884762325,3,14,17435.4341814727,-216268.173240604,17166.8092722222,-298.524026987582,1.68983457782268e-09,-4.37397560336915e-10,11.5986513221043,14]\n",
      "%%[276,3.14742342634826,-5.53625356563798,2.01901,-4.02228487034942,-7.18646544620172e-07,9.8163685089361e-06,-2.4980018054066e-16,0.000299745456801525,0.0057278917283636,3,14,37323.228118086,46179.1556559236,37030.6859268421,-288.98935930469,-3.77989313460336e-10,5.78394435736426e-10,11.6660249170977,14]\n",
      "%%[277,0.816037955537257,-4.69046105115721,2.01901,-4.02164225024639,-6.19112230926255e-06,1.66226872899133e-05,-2.91433543964104e-16,0.0262133781764982,0.0315531534922781,3,14,-101365.676954597,427699.237707335,-101680.97140298,-346.469082617876,2.80712651908044e-10,-6.22570633934671e-10,11.7046149263827,14]\n",
      "%%[278,1.98168497031447,-3.93507545840464,-9.43175732293259e-19,-3.94453989116594,-2.24085673529439e-06,3.38956302008142e-05,-2.49106291150269e-15,0.0582000239143734,0.149132057537326,3,14,87817.4714803964,-804962.300178725,87592.976595459,-285.320809650996,-2.22346654976668e-09,-1.71901757628837e-09,11.5021485447129,14]\n",
      "%%[279,6.64436015225379,-3.04763979719728,-2.51832385867964e-16,-4.03335449677227,7.51601504679622e-06,2.30200710533701e-05,2.33146835171283e-15,0.0212329912697042,0.104499601034062,3,14,125745.39463133,196628.986002786,125357.915314566,-269.667438711277,1.83435990355751e-10,-1.24514126786934e-09,11.8655911665453,14]\n",
      "%%[280,0.815937963392929,-2.15979792494784,2.01901,-3.86516992483709,5.27453114651522e-06,2.29953174336328e-05,-5.82867087928207e-16,5.72061608750825,1.19755004599296,5,14,-70293.7294076049,1528568.07082676,-70268.0496414257,-604.084780513323,6.78157297678839e-10,4.8916264094867e-10,12.7731409604744,16]\n",
      "%%[281,4.31342049799522,-14.6053197823968,-9.03369311645256e-16,-4.01315231644716,-1.81880660700623e-05,-7.31512598498984e-06,1.72086013753824e-14,1.53439484600072e-06,2.67167107358087e-06,3,14,-861.848564812038,2081.28438956581,-1128.00069986444,-287.94215594181,-1.64590496231981e-09,-2.54283788668354e-09,11.6394895723008,14]\n",
      "%%[282,5.47906873247029,-13.7815118096125,2.01901,-4.01270005084301,-1.78901570757964e-05,1.35225732579153e-05,-1.04859697314108e-14,8.81404636782396e-07,4.20693988727394e-06,3,14,-420.480951595423,-5239.1014703924,-688.341821789266,-291.041152281837,2.46665820364741e-09,4.0902230557876e-09,11.638080827275,14]\n",
      "%%[283,3.14768532871752,-12.9572313251613,2.01901,-4.01305305942013,1.55340986683211e-05,-4.32618352680448e-05,-1.30451205393456e-15,1.90199514131078e-06,2.21641599546541e-06,3,14,808.550359548391,-4439.55946066171,541.252071462202,-289.312206354372,-1.42301859185068e-09,1.85145846853583e-09,11.6389166799537,14]\n",
      "%%[284,4.31333342964933,-12.1321552973508,1.14427856482713e-16,-4.01350886507663,1.46296603382931e-05,-5.05133691129842e-05,7.07929843761536e-16,1.8372602126322e-05,2.91198035293327e-05,3,14,-2257.48040608834,10932.8046491254,-2528.88734929955,-293.120232210584,4.8855504265345e-10,-7.93746114579245e-10,11.6407515104032,14]\n",
      "%%[285,1.98195278281579,-11.3094676199912,-1.31648824998617e-16,-4.01194054841096,-1.54806087352966e-05,3.8734840686061e-06,-2.42167397246362e-15,1.61898560297457e-05,6.03513154935618e-05,3,14,-51.9336406798168,-16285.7394368254,-318.2695869106,-290.032181124398,2.33463987725502e-09,1.53697125252622e-09,11.6357895246213,14]\n",
      "%%[286,3.14760081498119,-10.4846925721928,2.01901,-4.01345568068078,-1.50780455911714e-05,1.29131560614587e-06,-6.93889390390723e-17,1.27336030342386e-05,2.43626937650845e-05,3,14,3327.20960781403,-6975.34532971171,3057.54712251219,-290.169126745971,4.44693309953337e-11,-1.01793077981506e-10,11.6397126004927,14]\n",
      "%%[287,0.816217221871806,-9.65786582661963,2.01901,-4.01453975085815,1.01038242216606e-05,-3.40109936266611e-05,4.10782519111308e-15,0.00021263314114924,0.000305447800204802,3,14,-7373.93954923202,40135.3949943891,-7645.84929637006,-297.773394323155,-3.60201581062203e-09,-2.61257319597585e-09,11.6447416720879,14]\n",
      "%%[288,1.98186481529059,-8.83919712226558,-1.13819058699728e-16,-4.00915614361954,9.25032956509975e-06,-1.91320406183193e-05,1.68615121864946e-15,0.000269976774671048,0.00083575087001458,3,14,2605.47351571913,-58660.1840014861,2334.49687491329,-295.461614521065,3.00167984218502e-09,5.91737406389079e-10,11.6275418653209,14]\n",
      "%%[289,6.64454322850219,-8.01182712796902,7.384645215027e-17,-4.01532586630873,-9.78209304683397e-06,5.91235520308597e-06,-2.58126853225349e-15,6.77406671151077e-05,0.000349043289992335,3,14,11021.9142787796,-4498.95123487365,10746.0600802285,-293.313796281244,-2.64592519422235e-09,-1.53419191933901e-09,11.6445044756873,14]\n",
      "%%[290,0.816130020674495,-7.17996956910244,2.01901,-4.01723453631927,-9.43703207939572e-06,1.90262958199572e-06,5.07927033766009e-15,0.00238037953900521,0.00310219471376968,3,14,-26367.3870881987,133612.615010703,-26649.7473687602,-312.6129922629,-1.66759991232501e-09,-1.03391194564151e-09,11.6575691868605,14]\n",
      "%%[291,6.64445326841481,-5.53625260638258,-1.45954572590082e-16,-4.02228518725814,-2.97992803266478e-06,7.57478258089916e-07,-8.04911692853238e-16,0.000299604277824691,0.00572822687555882,3,14,37329.3699186992,46193.8104761202,37039.2623348866,-292.305975662664,-8.7826928715784e-10,1.04502927839034e-09,11.6660303178481,14]\n",
      "%%[292,3.14777168225712,-15.4298150151302,2.01901,-4.01298367522411,-1.72380924183951e-05,8.86575713830956e-06,-2.0865253969049e-14,2.49655646069846e-07,2.50600144662329e-07,3,14,5.30302730409371,-2761.41778364943,-256.78801707325,-282.477637911197,-1.26737593336701e-09,1.74403157497324e-09,11.6388601857037,14]\n",
      "%%[293,0.816388699512641,-14.6053185006049,2.01901,-4.01315221366836,1.389510428218e-05,-4.75370425024879e-05,-1.12410081243297e-14,1.53566828227267e-06,2.6880238803251e-06,3,14,-863.154217347262,2074.68090817532,-1127.25136048958,-285.221658146351,3.17955716616636e-09,4.0244744550777e-09,11.6394881817079,14]\n",
      "%%[294,1.98203720905997,-13.7815098612003,-2.1281980879201e-16,-4.01270022737382,1.45420533478324e-05,-2.74956135488807e-05,3.31679128606766e-15,8.81186546399273e-07,4.17383225046757e-06,3,14,-419.632646341269,-5241.02199938867,-685.521248202587,-286.599675858134,2.22346654976668e-11,-4.19575086273941e-09,11.638081263726,14]\n",
      "%%[295,6.64471691639117,-12.9572342570999,2.07691923026769e-16,-4.01305303005529,-1.74022884187608e-05,2.29631971521149e-06,1.02695629777827e-15,1.92138703563233e-06,2.22258576536312e-06,3,14,807.387194690732,-4438.0194703588,537.206315733421,-290.914891700986,-3.33519982465003e-09,-4.64704508901237e-09,11.638915986139,14]\n",
      "%%[296,0.81630477005979,-12.1321583900329,2.01901,-4.01350884082666,-1.54336489845697e-05,-2.20715843965436e-06,5.80091530366644e-15,1.83260375125534e-05,2.89910518353116e-05,3,14,-2259.91338077264,10931.1698082745,-2527.65009293069,-291.125291131111,-3.94665312583586e-10,1.06726394388801e-09,11.6407509846392,14]\n",
      "%%[297,6.64462932262932,-10.4846913227361,5.66999145988956e-16,-4.01345604369168,1.34838917772717e-05,-3.22559180529203e-05,-8.29891710907305e-15,1.2710817770083e-05,2.43880104765033e-05,3,14,3329.38511973991,-6961.02622291031,3059.31682002382,-292.878047747803,-1.64223849699174e-09,-9.78325281897341e-10,11.6397162005398,14]\n",
      "%%[298,6.64480025373367,-15.4298141501499,-6.68803859102979e-16,-4.01298360510313,1.17312866321079e-05,-2.79996272340988e-05,1.72639680329212e-14,2.49029788744684e-07,2.50293465813853e-07,3,14,2.5970737333269,-2764.67472726513,-259.336644260641,-283.211030501367,4.44693309953337e-11,-1.88994656730168e-09,11.6388585408147,14]\n",
      "%%[299,0.815671761436328,1.33316985213973,2.01901,-3.86516981630352,1.90055264093214e-05,-1.47015122929431e-05,-1.36002320516582e-15,5.72062297420879,1.19754929354237,5,14,-70260.1925484465,1528574.78961475,-70295.488603548,-596.986185526575,1.37854926085534e-09,-5.78101302939338e-10,12.7731432345175,15]\n",
      "%%[300,4.31270361018345,1.33317091069709,-8.38922151953879e-17,-3.86516972860223,-1.92863865099668e-05,-3.39546538034919e-05,-4.19108557716387e-15,5.7206212766831,1.19755492360043,5,14,-70268.8928821891,1528553.25019842,-70316.3599799207,-607.139106489539,-1.53421560306038e-09,1.48484988393462e-09,12.7731352236329,15]\n",
      "%%[301,5.47838150195569,0.744792123646333,2.01901,-3.62244911188067,-5.15776810888421e-06,-3.18535087199534e-05,3.73746172899203e-15,0.976018104134836,7.09674193501996,5,11,-367430.312168257,-2252864.61923433,-367353.693430083,1.4246719637672,-2.7939246864412e-09,9.35419325819812e-10,11.762659815267,13]\n",
      "%%[302,5.47830751951501,3.10844514102625,2.01901,-3.94453983191798,1.55158783362863e-05,2.23290435439061e-05,-3.85282084014449e-15,0.0581976981693484,0.149123480206871,3,14,87604.8772902151,-804966.554270958,87807.7219434204,-285.624623094671,-1.37438026107453e-09,8.43875038966137e-10,11.5021492661159,14]\n",
      "%%[303,6.64401530286894,2.22101184494354,-3.31431159626919e-16,-4.03335453044791,2.04592238044581e-05,-1.03966451986404e-05,4.52415882534751e-15,0.0212319858059242,0.104499708486515,3,14,125374.855100389,196640.261812446,125729.595224287,-271.17382082697,4.44693309953337e-10,2.62369052872469e-09,11.865592364566,14]\n",
      "%%[304,6.6439231137717,4.70962669065035,3.12304511487561e-16,-4.02228538552797,-1.79282501738924e-05,-2.51033483980034e-05,-2.28983498828939e-15,0.00029980882486287,0.0057272879436274,3,14,37048.3053901877,46191.7871733525,37323.1145018461,-290.00186395092,3.93275645989982e-09,-4.71374908550537e-09,11.666031082902,14]\n",
      "%%[305,0.815573097119257,3.86383407129529,2.01901,-4.02164213789156,-2.2587525928458e-05,-3.31580632832625e-05,-5.68989300120393e-15,0.0262135115147162,0.0315528478554159,3,14,-101664.903179321,427691.293978921,-101381.833892624,-350.750048528456,-4.58589975889379e-10,7.55978626920673e-10,11.7046136645027,14]\n",
      "%%[306,0.815477597008851,6.3533405457735,2.01901,-4.01723466844369,1.91482618360217e-05,2.1376199427485e-05,-1.81799020282369e-15,0.00238074762295937,0.00310293372380458,3,14,-26640.8963591236,133610.531392518,-26372.8927679936,-313.527629724815,-6.72598631304422e-10,-8.89386619906674e-10,11.6575693896668,14]\n",
      "%%[307,1.98135106328516,0.744789119627982,-1.08524144874758e-17,-3.62245036620447,3.48438514208294e-06,2.48991190753158e-05,-1.31838984174237e-16,0.976000777292808,7.09666819816677,5,11,-367402.648339748,-2252843.78792881,-367333.940170223,3.34120109147879,2.22346654976668e-11,-9.31076617714799e-11,11.7626718146885,13]\n",
      "%%[308,1.98127899427509,3.10844900398957,-1.0794441969508e-16,-3.94453961615907,-1.43562190135088e-05,-5.88881313011713e-05,3.60822483003176e-16,0.0582009029466813,0.149135752483673,3,14,87602.3267215666,-804966.412061312,87806.3674881645,-284.594113039599,-4.13564778256603e-09,3.13161366868701e-09,11.5021466619761,14]\n",
      "%%[309,3.14698764379975,2.22101319096518,2.01901,-4.03335493277436,-2.04542789098427e-05,-3.65750629273228e-05,3.67067487516692e-15,0.0212335252021873,0.104497095357121,3,14,125368.973963651,196622.530957022,125738.92520055,-271.251613793319,-7.78213292418339e-10,7.73870584313326e-10,11.8655918417889,14]\n",
      "%%[310,3.14689104481413,4.70962488501296,2.01901,-4.02228485851189,2.33048184915957e-05,1.27289775985672e-05,-7.70217223333702e-16,0.000299569210367947,0.00572845818304263,3,14,37044.3330358739,46189.6235721321,37309.1447351099,-291.525080352563,1.08949860938568e-09,-6.22918050583073e-10,11.6660264818366,14]\n",
      "%%[311,4.31260053220923,3.8638326867727,-1.86827003952133e-16,-4.02164253590152,2.52698920025088e-05,1.95546792615777e-07,3.47213834078524e-16,0.0262135193140325,0.0315539717004483,3,14,-101667.811680295,427700.176349607,-101370.536576533,-345.811866147992,1.04402397105895e-09,-7.14038586304923e-10,11.7046163528392,14]\n",
      "%%[312,4.31250921622889,6.35334242016963,-2.15189640371764e-16,-4.01723470816245,-1.31499523592336e-05,-8.114155152054e-06,-1.41528970034348e-15,0.00238050808617976,0.00310224427546076,3,14,-26632.6253023677,133624.117442208,-26375.4871082449,-312.499837896222,-1.35722844139508e-09,-1.36616893949334e-10,11.657573172593,14]\n",
      "%%[313,5.47821552164679,5.54884565589942,2.01901,-3.99860103160469,-1.14556416119425e-05,-3.54596293212167e-05,5.2505742809128e-15,0.00416112563099265,0.0112641113843792,3,14,17185.3060489456,-216244.785297446,17430.728075565,-299.055063427509,2.2623772143876e-09,-1.5291543779372e-09,11.5986579777182,14]\n",
      "%%[314,5.4781247688553,8.01256947085307,2.01901,-4.00915534122279,7.49650637000415e-06,2.17372572444284e-05,3.71664504728031e-15,0.000269941973659476,0.000835697331874271,3,14,2338.24401967291,-58686.6392341024,2587.15613568229,-296.159154985773,-4.30796644017295e-11,-2.27210488054283e-10,11.6275338150586,14]\n",
      "%%[315,6.64383083450022,7.18519911308306,-1.77333153666663e-17,-4.01532570067514,1.37427226430953e-05,1.22064086124363e-05,-7.21644966006352e-16,6.77304319337863e-05,0.000349122861881622,3,14,10755.0153227275,-4506.38459115269,11006.7388074288,-296.663903466672,2.82380251820369e-09,-1.20067193687401e-09,11.6445017844522,14]\n",
      "%%[316,6.64374328223536,9.65806448093294,1.9103471772299e-16,-4.0134559046329,1.7506378543683e-07,1.513974685452e-05,-7.7715611723761e-16,1.2733002434579e-05,2.43809383868409e-05,3,14,3072.50411260437,-6963.93290014078,3320.21847882772,-289.828349069466,-0,6.67039964930005e-11,11.6397163709939,14]\n",
      "%%[317,0.815389282669188,8.83123854877548,2.01901,-4.01453996470758,-2.08106389773532e-06,1.75947225297124e-05,1.66533453693773e-16,0.000212661977311761,0.000305443050058767,3,14,-7633.20164410422,40135.8178941469,-7386.1212634895,-295.089308364684,-0,-0,11.6447419732254,14]\n",
      "%%[318,0.815301775209613,11.3055295959487,2.01901,-4.01350896530779,-4.42872231884439e-06,1.61534699732596e-05,3.19189119579733e-16,1.83379928988763e-05,2.90308878066804e-05,3,14,-2519.30873842185,10925.3905516423,-2270.76119853012,-292.631692209661,-3.39078648839419e-10,-6.22570633934671e-10,11.6407494684108,14]\n",
      "%%[319,1.98118419044001,5.54884208147633,-3.7665886064387e-16,-3.99860058266368,1.70203130766822e-05,3.1623895346812e-05,2.62984078958084e-15,0.00416047334990689,0.0112611136851954,3,14,17178.776570028,-216266.255336095,17425.5063875828,-299.359322079362,-8.67151954409007e-10,-7.8516162538636e-10,11.5986523968319,14]\n",
      "%%[320,1.9810954197632,8.01257091964804,-1.21018122672577e-16,-4.00915598568306,-3.74550069973112e-06,-7.98625424269089e-06,-6.93889390390723e-16,0.000269997718293667,0.000836040367051744,3,14,2347.54331430253,-58656.7865098387,2590.95237847546,-292.08902365018,-7.55978626920673e-10,-1.04259736185153e-09,11.6275420326837,14]\n",
      "%%[321,3.1468017362611,7.18520038555244,2.01901,-4.01532606286817,-8.3399600926265e-06,-1.25946047182339e-05,6.93889390390723e-17,6.77920928055748e-05,0.000348974521230553,3,14,10762.4941755907,-4488.71884186274,11016.8499011801,-290.50720088366,1.33407992986001e-10,1.8621532354296e-10,11.6445087065214,14]\n",
      "%%[322,3.14671308055452,9.65806458869985,2.01901,-4.01345544281767,4.84459360114431e-07,1.44395668057594e-05,4.72538674856082e-15,1.27325384744191e-05,2.43819223055698e-05,3,14,3065.1597492858,-6982.162824061,3312.10387645964,-292.660855054828,1.15620260587868e-09,-6.78338183770097e-10,11.6397097812776,14]\n",
      "%%[323,4.31241916473558,8.83123891537278,-3.76157350921323e-17,-4.01453985805024,3.95599171132584e-06,2.03923020155621e-05,-3.91353152254699e-15,0.000212599124358428,0.000305365708668019,3,14,-7640.5996119869,40117.2808799365,-7388.02381095225,-298.007925020012,8.00430629397866e-10,-6.25008667904722e-10,11.644736601903,14]\n",
      "%%[324,4.31233133803724,11.3055291609349,-1.13393293728858e-16,-4.01350897508605,6.21603169314797e-06,2.94182828685353e-05,-7.21510313687065e-16,1.83388470245525e-05,2.90445700507454e-05,3,14,-2515.88950590304,10931.9871686896,-2269.6927685794,-291.641168676599,6.44302342642282e-10,1.28052646535191e-09,11.6407515797208,14]\n",
      "%%[325,5.47803697747499,10.4828385169799,2.01901,-4.01194067918023,5.41197969816665e-06,1.91000284537196e-05,2.21177243187043e-16,1.61717061239662e-05,6.02490833897649e-05,3,14,-306.01665757345,-16278.5297652675,-60.5239430309742,-291.473661293664,-1.13952660675543e-10,-2.20956988383064e-10,11.635791653425,14]\n",
      "%%[326,5.47795054876309,12.9548830619382,2.01901,-4.01270032035179,-5.44894425548925e-06,2.74207668856654e-06,-2.56782442531467e-15,8.80391212053291e-07,4.19022469176937e-06,3,14,-676.765553511413,-5239.31454472251,-432.523880976325,-288.536637332689,1.7954492389366e-09,-1.90471177485873e-09,11.6380808281979,14]\n",
      "%%[327,6.64365629280344,12.1306054814809,-9.73083718122886e-18,-4.01305275231035,-6.37464894629944e-06,1.21652095883273e-05,-3.05311331771918e-16,1.91522980225674e-06,2.21984186558532e-06,3,14,547.891511340605,-4445.19400832942,793.709336455392,-290.391774562267,-2.50139986848752e-10,-3.11285316967336e-10,11.6389139521059,14]\n",
      "%%[328,6.64356964464572,14.6031861869463,-4.32840298669721e-16,-4.01298365434154,9.12029045782581e-06,1.94148171520914e-05,1.99840144432528e-15,2.47899271697167e-07,2.49081284327695e-07,3,14,-246.094495973237,-2764.55841498936,-7.16873137203446,-281.436810570696,-7.83771958792756e-10,-1.60089591583201e-09,11.6388592422455,14]\n",
      "%%[329,0.815214460186626,13.7786905970885,2.01901,-4.01315214080698,1.00887544739747e-05,3.88113959396974e-05,-8.32667268468867e-16,1.53659704987765e-06,2.68887013357829e-06,3,14,-1116.28361823666,2074.57296148228,-874.378927426926,-285.658316347106,1.24514126786934e-09,-8.89386619906674e-10,11.6394880861496,14]\n",
      "%%[330,1.98100774044236,10.4828388925805,-5.10251572995343e-17,-4.01194027926206,-4.87785883368508e-06,1.60131875225067e-05,-1.18655085756814e-15,1.6178902554775e-05,6.02836073264598e-05,3,14,-312.703257447058,-16294.9159682033,-64.8068948832269,-292.557090352056,-1.00055994739501e-09,6.4211282040723e-10,11.6357863040731,14]\n",
      "%%[331,1.98091992542102,12.9548823839039,8.46656772406326e-18,-4.01270031107561,8.92473974806185e-06,1.77682604349319e-05,-7.70217223333702e-16,8.80768920132603e-07,4.17951632972197e-06,3,14,-677.376499842644,-5237.40503279808,-433.001904224306,-287.942507847522,-4.66927975451004e-10,-1.01723594651826e-09,11.638080987744,14]\n",
      "%%[332,3.14662531957037,12.1306045370941,2.01901,-4.01305289022528,8.48693427958624e-06,2.8742520197543e-05,-6.31439345255558e-16,1.90820028061358e-06,2.21739799978596e-06,3,14,549.280465386021,-4440.0818114728,795.047258169479,-289.152810474606,-8.00447957916006e-10,-9.68597615742112e-10,11.6389154902236,14]\n",
      "%%[333,3.14654014688211,14.6031869697397,2.01901,-4.01298380927789,-2.5474096325695e-06,3.25366835261754e-06,2.50494069931051e-15,2.49251378852719e-07,2.50200085210477e-07,3,14,-242.826768626659,-2760.33400119078,-6.13472116784857,-280.764800510679,-9.1162128540434e-10,2.17517563563894e-09,11.638860913494,14]\n",
      "%%[334,4.31224530679377,13.7786917091795,-5.89664975637897e-16,-4.01315212429594,-4.41017183803322e-06,2.05249865924362e-05,4.16356770255954e-15,1.53158306821681e-06,2.67358719591441e-06,3,14,-1114.73060680159,2075.41137209619,-872.538502992784,-285.408823986854,1.71120506148138e-09,-8.92280097802232e-10,11.6394888655973,14]\n",
      "%%[335,5.47786513075113,15.4273953246921,2.01901,-4.01290703983626,8.41514780455539e-06,9.0559131855376e-06,8.04911692853238e-16,4.18339910591846e-08,2.77614469202074e-07,3,14,-663.858581274272,-2452.32681164918,-429.514532136535,-277.277499926791,-2.31240521175735e-09,3.86292571357121e-09,11.6387058927279,14]\n",
      "%%[336,1.98083559715949,15.4273959962988,1.51263155933103e-16,-4.01290695135633,-1.52559267643793e-06,-5.09840089270297e-06,-5.43315392675936e-15,4.170150435176e-08,2.80607517978824e-07,3,14,-661.565180108426,-2450.43191202924,-428.031951373122,-276.300786794704,7.78213292418339e-10,-2.9266378461304e-09,11.6387069125909,14]\n",
      "%%[337,3.1471587328833,-0.413314047409343,2.01901,-4.01720550118405,2.77322453130779e-06,2.28509274014768e-06,9.22872889219661e-16,16.3056140035132,2.07714848330125,5,14,1919047.94776436,1908670.11010093,1919036.23959208,-609.598512299393,7.55978626920673e-10,-9.91527114536581e-10,13.8980816790622,14]\n",
      "%%[338,6.64418900933834,-0.413313267271572,-5.0375077565969e-17,-4.01720619126066,-2.66245145208455e-06,-3.93193899037025e-06,-7.7715611723761e-16,16.3056126440261,2.07714105402989,5,14,1919040.7103554,1908662.58604352,1919036.0594496,-612.11150261967,1.02279461289267e-09,8.89386619906674e-10,13.8980779055594,14]\n",
      "%%[339,0.815131462013616,16.2515093937065,2.01901,-4.01303572101663,-4.46385490793233e-08,4.01723438969714e-06,1.0019762797242e-14,1.26475640094507e-07,2.41564449533248e-07,3,14,-727.883573460343,-540.742430724302,-499.199373518516,-271.673671620471,-3.11285316967336e-10,2.62369052872469e-09,11.6390987075038,14]\n",
      "%%[340,4.31216107059891,16.2515089038251,4.94415046585183e-16,-4.01303556581739,8.08708940338459e-06,1.73051882601011e-05,-1.24624688450471e-14,1.26606486782507e-07,2.43431266055783e-07,3,14,-730.911416643238,-543.680406029603,-500.716738930335,-272.20100047668,2.62449506599197e-09,-4.52759676167009e-09,11.6390972245337,14]\n",
      "%%[341,5.47778479841196,17.9000286377029,2.01901,-4.01296235990401,-7.30631634943135e-07,-6.06368626364373e-06,2.28740637542302e-14,1.53235195725821e-09,1.81383737929302e-08,3,14,-633.514089001015,-1788.31204770046,-412.224419311615,-263.189588682831,-5.96305935315553e-09,4.52371217883e-09,11.6388670857571,14]\n",
      "%%[342,6.6434877481182,17.0758191243337,2.91320545601323e-16,-4.01297738833008,8.282421133975e-07,-1.7020392275427e-05,-1.27398092075737e-14,3.08354593746927e-08,3.20882012244985e-08,3,14,-490.219988613382,-2029.54436757118,-265.560854547968,-267.21281154016,-8.4491728891134e-10,-3.64648514161736e-09,11.6388889583788,14]\n",
      "%%[343,6.64340920670785,19.548473522757,9.96390432952932e-16,-4.01297988785537,6.923958195338e-06,-5.08243422611687e-06,-2.22599716437344e-14,3.68517783715117e-09,4.31878577337418e-09,3,14,-563.201441993875,-1771.90277465458,-347.684128732418,-256.817346034957,-8.56034621660173e-10,1.91218123279935e-09,11.638906234224,14]\n",
      "%%[344,0.815051841493549,18.7242220837354,2.01901,-4.01299877480966,5.68330001693429e-06,1.45319261137811e-05,2.43555176027144e-14,1.09694889322154e-08,2.37069041554025e-08,3,14,-628.064333757284,-1317.79929989962,-411.249905888719,-259.234030668005,8.89386619906674e-10,6.67039964930005e-10,11.6389739321279,14]\n",
      "%%[345,0.814975662578517,21.1969045155639,2.01901,-4.01298772348267,-8.14706702267909e-06,-1.30554938897673e-05,1.31422650540003e-14,1.23080322044513e-09,2.30506678137647e-09,3,14,-618.940354631482,-1573.85093542425,-404.002359795629,-255.214239380153,1.78989057256218e-09,-3.33519982465003e-09,11.638924508463,14]\n",
      "%%[346,1.9807544417233,17.9000279768955,5.2782746397141e-16,-4.01296230771681,6.6589678466844e-06,5.97191088083648e-06,-2.04489203348146e-14,1.6084752889418e-09,1.74383725467272e-08,3,14,-632.442596391644,-1788.72867551359,-412.137305310656,-262.318076434052,2.26793588076202e-09,-3.78823113416499e-09,11.6388672037282,14]\n",
      "%%[347,3.14645768514336,17.075818685134,2.01901,-4.01297743119275,6.17548151342351e-06,-4.77529690967626e-06,1.70974345792274e-14,3.06629727005363e-08,3.17580742316771e-08,3,14,-490.955533377885,-2029.375342285,-266.399382934176,-266.867254840232,2.09005855678068e-09,3.23757574644933e-09,11.6388887106352,14]\n",
      "%%[348,3.14637980804087,19.5484744133167,2.01901,-4.01297971915987,-3.96036799620025e-06,-2.2347621863467e-05,2.40224506953268e-14,3.90625036130338e-09,4.74716000747286e-09,3,14,-566.911375988052,-1778.37598940902,-351.647140079671,-256.919552574576,2.42357853924569e-09,-1.86458515196841e-09,11.6389034752593,14]\n",
      "%%[349,4.31208199012557,18.7242228776179,1.47313235720932e-15,-4.01299870216357,-1.13671621465757e-06,-5.42441398339939e-07,-2.94561727672143e-14,1.07815472507316e-08,2.27837133797721e-08,3,14,-630.885211674387,-1321.53113329916,-412.372152994189,-259.414661848226,-1.42089643909621e-09,8.06870005854665e-10,11.6389724453545,14]\n",
      "%%[350,4.31200464808357,21.1969036162324,6.90552728856484e-16,-4.01298791772202,1.01235259141403e-05,1.11676992515101e-05,-1.7666873791433e-14,1.27955464812861e-09,2.69848795124421e-09,3,14,-615.222349438749,-1563.0036955328,-402.012674414816,-253.141179852525,-2.66647931722787e-09,4.27348184521847e-09,11.6389277314127,14]\n",
      "%%[351,5.47770701526948,20.372690000421,2.01901,-4.01297671779,7.41626063169298e-06,-9.80379232547179e-06,2.24143620330963e-14,4.31444032629092e-11,1.25488306288372e-09,3,14,-618.348856505335,-1668.04857446857,-404.201988710263,-255.094738133267,-1.89828456686331e-09,-1.77946807311015e-09,11.6389014938374,14]\n",
      "%%[352,5.47763190563395,22.8453554043835,2.01901,-4.01297983431734,-9.58627231651289e-06,-3.59647960729011e-05,5.97785709821608e-15,6.85018600025201e-11,2.99587139548998e-10,3,14,-630.270560428806,-1723.84748723685,-418.048661163541,-250.992508922376,7.55978626920673e-10,-2.36877356296042e-09,11.6388879102852,14]\n",
      "%%[353,6.64333360081414,22.0211377442814,-1.55135927456065e-16,-4.01298126797455,-8.82248022053556e-06,-4.09920999777519e-05,-8.32667268468867e-15,8.49513252362618e-10,1.22965566001203e-09,3,14,-605.974060820986,-1734.67637283782,-392.01126878873,-254.018063953446,1.16176127225309e-09,3.24626116265936e-09,11.6388965291954,14]\n",
      "%%[354,6.64325813290718,24.4937976124509,-7.75304592683622e-17,-4.01298035469176,1.99419197982617e-05,-1.07445910821902e-05,2.44249065417534e-15,2.33185441956389e-10,3.2053466591963e-10,3,14,-632.996070574764,-1782.47652811906,-431.537507008014,-240.260395569031,1.24514126786934e-09,4.13564778256603e-09,11.6388743397282,14]\n",
      "%%[355,0.814899180787208,23.6695734482502,2.01901,-4.01298539909082,1.79380047944933e-05,1.37147179390951e-06,-5.82867087928207e-16,1.74711522237061e-10,3.10191793731186e-10,3,14,-628.537615940988,-1686.83742798964,-421.947729658541,-245.043957613071,-1.02279461289267e-09,-3.98000512408236e-09,11.6388971148562,14]\n",
      "%%[356,0.814829778094378,26.1422387804028,2.01901,-4.0129840019119,-8.77968006068874e-06,-3.49759064918187e-05,-2.43138842392909e-14,2.6019759469365e-10,3.53163896379924e-10,3,14,-638.224544147786,-1752.7770834984,-450.828205740319,-224.823155081668,-1.70095191057151e-09,-1.77877323981335e-09,11.6388768393479,14]\n",
      "%%[357,1.9806775813837,20.3726904968416,5.44598310861154e-16,-4.01297646409133,-6.0859320021589e-06,-2.82061858567773e-05,-1.85823578746636e-14,2.54130127420927e-11,1.43921203341031e-09,3,14,-622.574831937305,-1678.74444356447,-407.642326040628,-255.638916377197,-2.00111989479002e-10,3.08879456677159e-09,11.6388979038708,14]\n",
      "%%[358,1.98060074535407,22.8453533725841,3.99167924982968e-16,-4.01298000154393,1.47218034246832e-05,-1.18654212836328e-06,-5.45397060847108e-15,1.03027322192203e-10,1.76505289618483e-10,3,14,-626.175047723239,-1714.96253561585,-416.908842968146,-248.426522576259,-1.00055994739501e-09,4.33888652188064e-09,11.6388906510247,14]\n",
      "%%[359,3.14630268702487,22.0211365738607,2.01901,-4.01298131472421,1.18914135820852e-05,-1.27714795104211e-05,1.03736463863413e-14,7.19412141372861e-10,9.27026873467493e-10,3,14,-602.961593303606,-1724.7523145289,-391.33362146316,-250.983548713428,2.00111989479002e-10,-2.35027362643307e-09,11.6388991211431,14]\n",
      "%%[360,3.14622962018082,24.4937997174112,2.01901,-4.01298024153135,-9.83395744261206e-06,-4.91950340661373e-05,-1.14491749414469e-14,3.91038131939221e-10,5.71002114447196e-10,3,14,-634.863777114723,-1784.16066596442,-433.693569233315,-238.685899141355,4.13564778256603e-09,-4.99115432413515e-09,11.6388732073642,14]\n",
      "%%[361,4.31193049305456,23.6695756407706,1.62840759342724e-18,-4.01298533078726,-9.95298072471382e-06,-3.58802878907937e-05,1.12406440624387e-15,1.41538431395653e-10,1.50950253913907e-10,3,14,-631.803141888259,-1690.94076573128,-424.5584155004,-245.722110308757,-2.24556523087957e-09,3.5456086812398e-09,11.6388951977387,14]\n",
      "%%[362,4.31185827872616,26.1422375083646,-5.74711707056112e-16,-4.01298386676554,1.98104548350085e-05,-1.68583698663394e-06,1.45854587138581e-14,2.23967304762328e-10,3.10167517144373e-10,3,14,-640.732912761929,-1759.71370614111,-452.559811391512,-225.684631353137,-3.99864371575948e-10,1.4963786494137e-09,11.6388746593777,14]\n",
      "%%[363,5.47755781612612,25.3180137634092,2.01901,-4.01298205442598,2.05318040659708e-05,2.18187174817613e-05,-8.22345663786805e-15,3.38442692172549e-10,4.33385776182866e-10,3,14,-638.379664537724,-1775.82512715118,-442.773238338339,-233.420521492741,2.65843219356479e-09,-3.84729196439317e-09,11.6388731368257,14]\n",
      "%%[364,5.47749254016457,27.7906752314491,2.01901,-4.01298398697672,-6.40357462372565e-06,-2.1502139962673e-05,-1.60123650450039e-14,7.52072131358043e-11,9.59668883193054e-11,3,14,-622.719422630689,-1802.42959100173,-447.179283279795,-212.386357262947,-1.93163656510981e-10,-1.66065157935699e-10,11.6388712140952,14]\n",
      "%%[365,6.64319085234381,26.9664550371995,-9.18428113705092e-16,-4.01298007564543,-7.82080705789487e-06,-6.51918224600645e-06,1.89293025698589e-14,5.30621483189571e-11,8.68498084302553e-11,3,14,-634.190591861281,-1813.49203458859,-452.654611121144,-218.478949039733,4.00779845595445e-09,-1.42301859185068e-09,11.6388640709548,14]\n",
      "%%[366,6.64312684933495,29.4391100996114,-5.26774257788062e-16,-4.01297928700128,7.33838871103121e-06,1.89031579344717e-05,1.76941794549634e-14,2.94814937106779e-10,6.68309083147436e-10,3,14,-649.217364845639,-1838.89346743044,-478.318868844805,-205.565679553909,-7.00391963176505e-10,-8.89386619906674e-10,11.6388512527707,14]\n",
      "%%[367,0.814764037787664,28.6148981205142,2.01901,-4.01298255475839,1.03365890574691e-05,-2.07424197897071e-05,-1.96509475358653e-14,4.45835124526736e-10,7.95929044822295e-10,3,14,-646.436949201229,-1799.38359691881,-472.773429748902,-209.116479876456,-1.6286892477041e-09,8.4491728891134e-10,11.6388616637789,14]\n",
      "%%[368,0.81470363162695,31.0875563853226,2.01901,-4.0129811342223,3.60212097272328e-06,-6.37456788573493e-06,-9.68669588985449e-15,8.53583023994559e-10,1.0296766089833e-09,3,14,-630.346212627328,-1765.54698405316,-468.672381880825,-195.260518055013,-9.33855950902007e-10,2.60145586322702e-09,11.6388711776364,14]\n",
      "%%[369,1.98052935012668,25.3180153542533,-1.4259157119488e-15,-4.01298205764081,-9.34610187336427e-06,-1.53312773245873e-05,2.23987495218125e-14,1.7301079153962e-10,2.05729060126957e-10,3,14,-637.907962017965,-1772.58402149247,-444.077491241296,-231.585094561616,-1.26737593336701e-09,3.64995930810137e-09,11.6388735920499,14]\n",
      "%%[370,1.98046147512879,27.790673649266,-1.12295188709046e-15,-4.01298365253819,1.43027916356953e-05,5.83054563849106e-06,2.12954653910913e-14,1.4266914121462e-10,1.93317970446769e-10,3,14,-629.548919823344,-1815.14929870478,-452.253132113696,-213.041976208953,-1.37854926085534e-09,-1.89272590048889e-09,11.6388664006147,14]\n",
      "%%[371,3.14615955631276,26.9664536743235,2.01901,-4.0129798509088,1.74029211341686e-05,2.47331414383819e-05,-1.92276750077269e-14,1.56360635283913e-10,3.41793374883583e-10,3,14,-638.678107724687,-1823.67985057674,-457.225338975401,-218.519299262758,3.44637315213836e-09,6.39246633057922e-11,11.6388603231024,14]\n",
      "%%[372,3.14609728633767,29.4391109632654,2.01901,-4.01297954092459,-1.8887502927778e-06,4.89915198619169e-06,-1.29549149185948e-14,2.21612219714422e-10,4.53293788418587e-10,3,14,-643.00569988955,-1823.63653180492,-475.837616216065,-202.367222332218,8.89386619906674e-11,2.67510819268804e-10,11.6388558949858,14]\n",
      "%%[373,4.31179461280032,28.6148994206477,-5.43549537182612e-16,-4.01298274831161,-3.82075100656062e-06,-4.21027914627471e-05,1.50156896860619e-14,5.79544121023768e-10,1.13445737926593e-09,3,14,-639.588976834677,-1787.04561226357,-468.62503914931,-206.763025868945,1.1342545122358e-09,1.71050775485525e-10,11.6388661663784,14]\n",
      "%%[374,4.31173356765343,31.0875564864555,-1.08690301725075e-15,-4.01298086751397,3.05076055118897e-06,-4.66506456027515e-06,1.37113844268795e-14,8.65957462770052e-10,1.04312553256024e-09,3,14,-635.448711574496,-1778.15225215336,-471.805295204643,-197.311167072184,1.06677809514085e-09,-8.20422474590681e-10,11.6388671128211,14]\n",
      "%%[375,5.47743014321379,30.2633311569109,2.01901,-4.01298496239415,4.42251562638015e-06,3.03703497145469e-05,-1.66667894763162e-14,1.36156963962127e-10,1.51904582340031e-10,3,14,-627.552467999725,-1802.91658740849,-460.210437354572,-201.814864464051,-2.43191653880731e-10,2.33411875228242e-09,11.6388682736538,14]\n",
      "%%[376,1.9804001792895,30.2633312089117,-5.31964320004518e-16,-4.01298514140648,1.03991331132369e-06,2.42204067483071e-05,1.27467481014776e-14,1.14301890627783e-10,1.25951743252322e-10,3,14,-622.606085743065,-1788.39039147653,-457.36217348515,-198.693901944872,-1.02279461289267e-09,-2.23666838240592e-09,11.6388725743322,14]\n",
      "%%[377,5.47737163416694,32.735994747567,2.01901,-4.01298642642867,6.46429318726383e-06,-2.09143073513773e-06,-6.58674503828394e-15,1.43458604186457e-10,2.10941501626151e-10,3,14,-584.828553696319,-1728.97995552527,-429.390503949488,-188.01177269735,-3.51585648181857e-10,2.07511964089944e-09,11.6388966216117,14]\n",
      "%%[378,6.64306725121313,31.9117647992246,1.8964769002334e-16,-4.01298065769439,6.14704436546808e-06,6.78804941781491e-05,6.88338275267597e-15,1.51027002922298e-09,2.70691518562415e-09,3,14,-610.682871363581,-1768.0688934405,-452.56978302948,-191.76835930087,-1.15620260587868e-09,-1.60089591583201e-09,11.6388772685395,14]\n",
      "%%[379,6.64301175634448,34.3844287937599,-8.16558329265177e-17,-4.01298516817898,8.84040585857199e-07,7.7977744109281e-05,-1.0547118733939e-15,1.49580245510872e-09,2.18162477315543e-09,3,14,-596.92745372785,-1623.17880631607,-450.093653031394,-178.96823268727,9.33855950902007e-10,-2.31240521175735e-09,11.6389096284753,14]\n",
      "%%[380,0.814646763433907,33.5602183677447,2.01901,-4.01297775733713,-6.93701979304073e-07,-3.11493522056616e-05,-1.59594559789866e-15,5.34895467514774e-10,9.75521505002499e-10,3,14,-610.033658424195,-1737.21148618296,-458.413998700644,-183.45743040511,-9.56090616399674e-10,8.89386619906674e-10,11.6388808955886,14]\n",
      "%%[381,0.814593395443415,36.0328777410316,2.01901,-4.01298014218608,3.04976048021155e-06,2.65567613431314e-05,2.78943534937071e-15,4.8198287357532e-10,5.06488821765224e-10,3,14,-559.227655697638,-1705.86204508917,-419.354188173959,-170.159387665002,-1.66759991232501e-10,2.04558922578535e-09,11.6389047966655,14]\n",
      "%%[382,1.98034193628842,32.7359949615937,-4.18367670979831e-16,-4.01298639100248,-2.5914387689896e-07,-7.43969471153627e-06,2.93515212135276e-15,1.40448493111595e-10,2.15459918980777e-10,3,14,-585.848994674482,-1731.93481101489,-431.008341808916,-187.802628012467,-7.55978626920673e-10,-8.95987536226293e-10,11.6388955386937,14]\n",
      "%%[383,3.1460377286992,31.9117653393576,2.01901,-4.01298047078194,1.41172440945581e-07,6.35489933004053e-05,-6.93195501000332e-15,1.37136792334714e-09,2.42249526083058e-09,3,14,-614.325452457605,-1776.28002714846,-455.184674088855,-192.377271916869,-2.93497584569202e-09,3.60322481377298e-09,11.6388744407102,14]\n",
      "%%[384,3.14598147081603,34.3844286224567,2.01901,-4.01298501248302,6.72585430126771e-06,8.28587768287833e-05,2.22044604925031e-16,1.54209927523932e-09,2.2789019844911e-09,3,14,-599.6179215924,-1628.82626177302,-451.988995596957,-178.947956609011,1.11173327488334e-10,1.58769408319277e-10,11.6389076224703,14]\n",
      "%%[385,4.31167620883,33.5602180725595,-7.50748791495751e-17,-4.01297780425969,7.34048993735956e-06,-2.4970946226278e-05,1.08946376110918e-15,5.05306884350688e-10,8.99613627209447e-10,3,14,-610.480044593496,-1737.16852983953,-458.916410436837,-183.773955794406,6.89060161628276e-10,-2.43477972621193e-09,11.6388807478345,14]\n",
      "%%[386,4.31162330298811,36.0328779280437,7.49046793026943e-17,-4.01298042315141,4.03303719322297e-06,2.72666954967885e-05,-3.77460888953409e-15,4.66952110859176e-10,4.97172084490351e-10,3,14,-554.358151470914,-1695.14082155531,-416.630484676117,-168.725300201544,-1.89050459388314e-09,-6.16146478397252e-10,11.6389083855047,14]\n",
      "%%[387,5.47731739214885,35.2086599006057,2.01901,-4.01298235356159,1.59559358109407e-06,-2.18644925523148e-06,5.10268910458578e-15,5.38334791233952e-10,6.53526731417729e-10,3,14,-562.360897424108,-1686.6566188605,-419.828310557573,-173.817549334535,1.82046323762147e-10,4.70749558583415e-10,11.6389087574849,14]\n",
      "%%[388,5.47726707685588,37.6813248453318,2.01901,-4.01297800617795,-3.46547754355789e-08,-2.39584141785302e-06,9.20357540179495e-15,3.7630979048118e-11,1.05689199935062e-10,3,14,-584.892663377778,-1690.22505638299,-453.348129515721,-161.056241485565,-1.66898957891862e-09,1.97436881286314e-09,11.6388955742352,14]\n",
      "%%[389,6.64296003633515,36.8571076883911,3.7643895059795e-16,-4.0129864733904,1.39024960290127e-06,-5.61300854841629e-05,-5.44009282066327e-15,6.24959012852561e-10,1.02717831901287e-09,3,14,-573.550322859996,-1592.88876283899,-438.2566065748,-165.823024394886,8.9494528628109e-10,-8.00447957916006e-10,11.6389225259372,14]\n",
      "%%[390,6.64291211162029,39.3297760456255,5.19811549555403e-16,-4.01298122756301,9.33648783168041e-06,-6.60789673488649e-05,-1.16295861829485e-14,1.40305117039689e-09,2.04548235537836e-09,3,14,-573.685958411088,-1723.78237029395,-451.295949905471,-151.501973659268,1.33407992986001e-09,-1.53419191933901e-09,11.6388931573009,14]\n",
      "%%[391,0.814544128973615,38.505543753873,2.01901,-4.01298558580479,8.91530278424035e-06,2.91567841657764e-05,9.13158437754191e-15,5.71977824953211e-10,7.86739633015633e-10,3,14,-559.207400568001,-1672.35764792073,-433.733864779897,-154.904962705351,2.22346654976668e-10,1.77877323981335e-10,11.6389108418048,14]\n",
      "%%[392,0.81449979751405,40.9782129838819,2.01901,-4.01298514105423,-1.37079879530821e-06,-3.38691202625696e-05,1.50018886202474e-14,1.87430851769864e-10,2.03626580068285e-10,3,14,-584.900284426788,-1723.99064258114,-471.093408200895,-141.497238818708,6.67039964930005e-11,-7.55978626920673e-10,11.6388891101253,14]\n",
      "%%[393,1.9802871181698,35.2086595969276,1.253195106474e-16,-4.01298223665026,5.45654842919185e-06,6.19551886099634e-07,-6.80011602582908e-16,5.06569209935647e-10,6.53434137308006e-10,3,14,-566.282367817386,-1693.41249551175,-423.289331844467,-174.502541951936,1.33407992986001e-10,-8.78877266292542e-10,11.6389060285622,14]\n",
      "%%[394,1.98023680552935,37.6813243335676,6.36615393785713e-16,-4.01297817295182,7.25410272417459e-06,6.58908479843345e-06,-9.77690151060528e-15,5.28585350426454e-11,1.67760983839131e-10,3,14,-580.933854086439,-1682.03631306948,-452.076081835669,-158.893439181869,-6.22570633934671e-10,-7.93152208299584e-10,11.6388981790136,14]\n",
      "%%[395,3.14592977957586,36.8571074992414,2.01901,-4.01298650941291,5.87302673531187e-06,-5.06419617462787e-05,6.18949336228525e-15,5.90590282502024e-10,9.57515891767529e-10,3,14,-570.279316550955,-1583.92851871402,-436.387911709052,-163.609538377112,-1.66759991232501e-09,3.47659840054925e-09,11.6389252036238,14]\n",
      "%%[396,3.14588266427646,39.32977690517,2.01901,-4.01298118743973,-2.6771996378544e-06,-7.91131741330984e-05,1.06789577181132e-14,1.57626561968615e-09,2.37872628646987e-09,3,14,-575.3467264542,-1722.88496224469,-452.929110466419,-150.52651225611,3.33519982465003e-10,-1.90731739972173e-09,11.6388926878071,14]\n",
      "%%[397,4.31157477850476,38.5055448312707,9.77997075689132e-16,-4.0129855689963,-2.33210259387726e-06,1.59750650327261e-05,-1.22542263242404e-14,4.18440020192778e-10,5.15538228469995e-10,3,14,-562.347570245437,-1675.17743431268,-435.410080473462,-155.900243641478,3.78511085273621e-10,-1.23148443522205e-10,11.6389093972123,14]\n",
      "%%[398,4.31152930293285,40.9782129925649,1.81203681746764e-18,-4.01298497474643,7.85515432445878e-06,-2.71452767511228e-05,-8.99908768379018e-15,1.88676377852003e-10,2.19596873877088e-10,3,14,-589.257977002468,-1733.12075435911,-473.016847197545,-143.411211746511,1.79855119946633e-09,-1.10146218683884e-09,11.6388861165962,14]\n",
      "%%[399,5.47722032894069,40.153987439995,2.01901,-4.01298111525177,9.67524790224106e-06,1.77375101410443e-05,1.08689099387327e-14,6.55885938128155e-10,6.95361049712481e-10,3,14,-595.056376187565,-1717.08197401309,-475.611760089855,-147.837715545269,2.29711887922771e-09,-1.55295241835267e-09,11.6388856919032,14]\n",
      "%%[400,5.47717837757818,42.6266515507757,2.01901,-4.01298479872082,4.4735866682466e-06,-3.27948986418858e-05,9.73440078544385e-15,1.25066888900223e-10,1.66694579812014e-10,3,14,-598.414186017677,-1792.39915903783,-492.300827765393,-132.760540637034,3.33797915783723e-09,-2.53544670003082e-09,11.6388693911493,14]\n",
      "%%[401,6.64286898823086,41.8024326665825,8.74218853894575e-16,-4.01297974498024,6.88626104916601e-07,-1.41847183389721e-05,-1.41553435639707e-14,2.0636639309478e-11,9.6132494300149e-11,3,14,-589.874443054201,-1817.97661852837,-479.362361618715,-137.500197540214,5.78101302939338e-10,9.33855950902007e-10,11.6388665183789,14]\n",
      "%%[402,6.64282971396938,44.2750873016288,-1.97485913967728e-16,-4.01298171664085,-3.64580991261271e-06,-4.0310497884527e-05,8.74300631892311e-16,1.73432148342679e-10,2.83368175138156e-10,3,14,-640.895157503011,-1940.02427212857,-541.445952687144,-124.487955993501,2.44581320474335e-10,2.35687454275268e-09,11.6388230714533,14]\n",
      "%%[403,0.814458764354971,43.4508728387392,2.01901,-4.01298121007059,1.86009246366803e-07,-6.77890498816947e-05,7.49400541621981e-16,4.25919015274603e-10,6.06836454707938e-10,3,14,-623.512305716134,-1896.43241367407,-520.091341909435,-129.155291584269,-9.56090616399674e-10,-1.33407992986001e-09,11.6388383523358,14]\n",
      "%%[404,0.814421688204639,45.923516482448,2.01901,-4.01298070453199,1.82121895574983e-05,3.85730193507433e-05,-6.66133814775094e-15,2.09730802986401e-10,3.46783043892537e-10,3,14,-652.184735464971,-1966.88083679723,-566.162860260201,-109.784044328667,-8.4491728891134e-10,-1.08949860938568e-09,11.6388108183572,14]\n",
      "%%[405,1.98019119883498,40.1539881374809,6.5119704132103e-16,-4.01298113222089,-3.32838554460702e-06,5.77568593804201e-06,-1.23234755733392e-14,5.42978947816896e-10,5.46539478939361e-10,3,14,-593.842806848866,-1712.32265610218,-476.109619222459,-145.641097114112,1.97888522929235e-09,-2.44824512128216e-09,11.6388867361146,14]\n",
      "%%[406,1.98014847815668,42.6266516443927,1.78237025838037e-16,-4.01298437250112,3.04957027395802e-06,-3.6564571780584e-05,-3.9343528435154e-15,1.36931856070277e-10,1.82628727623946e-10,3,14,-606.392038372358,-1809.85132750216,-498.71721439384,-133.58884064824,-1.13396794038101e-09,4.30727160687615e-09,11.6388631670729,14]\n",
      "%%[407,3.14583852749025,41.8024326895794,2.01901,-4.01297949222852,6.35184076699935e-06,-1.20800265262328e-05,1.02556851899749e-14,2.74291325804101e-11,1.0993381442991e-10,3,14,-596.138090880095,-1830.75096284246,-484.422592741181,-138.482881769613,1.04502927839034e-09,-2.17482821899054e-09,11.6388618386668,14]\n",
      "%%[408,3.14579886123419,44.2750866520488,2.01901,-4.01298204101982,1.21470943782731e-05,-2.12410628333461e-05,-7.18175519054398e-15,1.66211309862491e-10,2.46217606523096e-10,3,14,-632.777842117227,-1921.36894203591,-537.708515681791,-120.478988436069,-1.84547723630635e-09,-2.07129805776703e-09,11.6388289864561,14]\n",
      "%%[409,4.31148840888215,43.4508728086941,3.70568665602499e-17,-4.01298154140002,8.0417443647559e-06,-5.7439329872568e-05,3.47443783264253e-17,3.82057946388006e-10,5.50369549821155e-10,3,14,-615.32608490235,-1878.29080945774,-514.218256292389,-126.799652457851,-3.15750891638161e-09,6.09298849020377e-09,11.6388445948603,14]\n",
      "%%[410,4.31145304026445,45.9235186668344,-8.36000624980525e-16,-4.012980403574,-9.61139620512391e-06,1.10381220022235e-06,1.74306497532294e-14,3.30085983947437e-11,4.37210216800447e-11,3,14,-657.937468229045,-1982.87853001467,-569.633227532154,-112.574019070367,-2.73541766475923e-09,7.56825085019419e-10,11.6388059169026,14]\n",
      "%%[411,5.47714109705527,45.0993064431209,2.01901,-4.01298240909883,-6.77823424330513e-06,-5.57615194065409e-05,-8.16187395447088e-15,3.42396669548071e-10,5.26549762111041e-10,3,14,-654.646794523925,-1958.70311608781,-560.418840700537,-118.9429524038,5.07089340006164e-09,-3.11832498188567e-09,11.6388137195793,14]\n",
      "%%[412,6.64279392631174,46.7477316402317,-1.72042771421014e-16,-4.0129830815404,2.07518279981859e-05,5.41854067320768e-05,4.21884749357559e-15,2.58423887141543e-10,6.25326856465585e-10,3,14,-634.650354022609,-1943.34343764312,-552.701252856919,-105.185308993638,8.89386619906674e-10,-1.51195725384135e-09,11.6388221375195,14]\n",
      "%%[413,1.98010999326554,45.0993049651015,-1.78199759665927e-16,-4.01298260338323,1.53608814429385e-05,-2.65993238598508e-05,6.06459327201492e-15,2.09183081277518e-10,3.02250139909765e-10,3,14,-648.028742494924,-1941.46811880852,-557.781068221749,-114.744963316084,1.20067193687401e-09,1.8308857370735e-09,11.6388188137001,14]\n",
      "%%[414,3.14576556891565,46.747733951547,2.01901,-4.012982845536,-1.24155327714121e-05,1.2602657666983e-05,-1.89293025698589e-14,4.01121891167852e-11,1.05837201843337e-10,3,14,-638.704343566713,-1953.68699324719,-556.403566182821,-106.039326284745,-7.11509295925339e-10,5.42150634948279e-10,11.6388186091784,14]\n",
      "%%[415,5.47710679321751,47.571949528869,2.01901,-4.01298167503204,2.17417212080018e-05,5.2118723180089e-05,-4.69155964077927e-15,2.49116430841159e-10,4.00223614282938e-10,3,14,-619.022764042303,-1934.27056972569,-541.626640719424,-100.512654194249,2.31518454494456e-09,9.1162128540434e-10,11.6388282711242,14]\n",
      "%%[416,6.64276596395542,49.2203867884072,2.78577241359185e-16,-4.01298287397343,-1.2479340108968e-05,-8.07323277929317e-06,-1.49880108324396e-15,3.01152153358348e-11,4.35675014631081e-11,3,14,-593.207243680178,-1856.02413031972,-525.788049936102,-88.8532912210685,2.33463987725502e-09,-3.55754647962669e-09,11.6388513568213,14]\n",
      "%%[417,0.814392026366017,48.3961679772986,2.01901,-4.01298271833082,-1.36576845067293e-05,8.1710415582581e-06,-7.71605002114484e-15,4.06482447034552e-11,5.86184583744093e-11,3,14,-607.177499587538,-1879.04135101184,-534.380721617001,-94.4041125277739,-4.28573177467528e-09,2.75709852171069e-09,11.6388426693089,14]\n",
      "%%[418,0.814364041281286,50.8688230209406,2.01901,-4.01298226625611,1.43078254077611e-05,2.60408662249717e-06,8.90953977261688e-15,5.69238935046119e-11,1.03085284992769e-10,3,14,-595.876193731071,-1853.11797614828,-534.536496550376,-80.8996363026403,-3.32408249190119e-09,4.04670912057536e-09,11.6388494042403,14]\n",
      "%%[419,1.98007856374647,47.5719517243873,-1.17550879509657e-15,-4.01298161801555,-1.38189818104928e-05,8.78633324780109e-06,1.62578284168546e-14,7.70528206273512e-11,9.66102983096001e-11,3,14,-620.756332731579,-1936.36962777216,-543.23467900336,-99.9385214253922,1.80100790531101e-09,-1.5619852512111e-09,11.6388272161442,14]\n",
      "%%[420,3.14573423125681,49.2203848343342,2.01901,-4.01298261236119,2.04907470855858e-05,3.10587556680635e-05,-2.22738494315422e-15,1.19675624227449e-10,2.68293524657502e-10,3,14,-597.221988793451,-1869.22485458715,-528.697105513719,-90.4346712194463,3.77989313460336e-10,2.59277044701699e-09,11.6388474267159,14]\n",
      "%%[421,4.31142021781942,48.3961659035613,-3.75978235108412e-16,-4.01298261962565,2.17625658337425e-05,5.12228756511631e-05,4.46215936553938e-15,2.59119081982998e-10,4.4310252913434e-10,3,14,-607.99015567052,-1885.63047979018,-535.06757340091,-95.4057068630538,-6.24253679734988e-10,-3.38085511198496e-09,11.6388410918459,14]\n",
      "%%[422,4.31139512504039,50.8688242713162,1.19298744790958e-16,-4.01298262077322,-6.04375328206591e-06,-2.18908128417719e-05,-5.41208760542274e-15,5.00016877946125e-11,1.12555493638101e-10,3,14,-586.569461815795,-1832.86310173457,-529.412943777471,-77.6172129357309,-7.79145757166761e-10,-8.19464301903448e-10,11.6388561294784,14]\n",
      "%%[423,5.47708032187947,50.0446051942896,2.01901,-4.01298225948763,-1.00107046392128e-05,-1.38734477537761e-05,5.95530569302838e-15,2.33377604762862e-11,5.13899156527557e-11,3,14,-585.919265785965,-1853.40717692879,-523.429766243783,-83.1819212731079,6.71208964710818e-10,1.47860525559484e-09,11.6388533851805,14]\n",
      "%%[424,5.47705615958829,52.5172586990614,2.01901,-4.01298170010118,5.62374882434125e-06,3.87475372502747e-05,1.02188223161104e-14,1.32900759132471e-10,2.46423306706061e-10,3,14,-585.126265389351,-1810.50251750383,-534.40183147382,-69.4264727676826,-1.25764826721178e-09,1.02253405040637e-09,11.6388591935869,14]\n",
      "%%[425,6.64273980926333,51.6930410606083,4.64498126812081e-16,-4.01298145619563,1.02874264922732e-05,1.50991343072643e-05,-1.17822418488345e-14,5.56001166772929e-11,8.82215920333823e-11,3,14,-597.407362264265,-1839.76637055109,-541.197220128996,-75.4845831593081,-2.17899721877135e-09,7.11509295925339e-10,11.6388500032659,14]\n",
      "%%[426,6.64271980541004,54.1656988927585,-1.29315710288979e-16,-4.01298242701586,1.32553001988482e-05,7.15536586171767e-05,-1.27675647831893e-15,3.92801101180701e-10,6.21447656188483e-10,3,14,-527.016517652618,-1670.02906982012,-490.890008745493,-53.2308879152476,-2.13452788777602e-09,4.06894378607303e-09,11.638905143301,14]\n",
      "%%[427,0.814342697989945,53.341478297027,2.01901,-4.01298212864327,8.43518824547584e-06,5.61529570282243e-05,8.96505092384814e-15,2.42222189304815e-10,4.13624777963349e-10,3,14,-551.995144565846,-1740.79821399076,-510.218458328282,-59.9117829671912,1.42301859185068e-09,-3.35743449014769e-09,11.6388833545992,14]\n",
      "%%[428,0.814327693177049,55.8141474823452,2.01901,-4.01298255373553,-9.77702990523355e-06,2.36002160289295e-05,-4.14945855453652e-15,7.80935009935276e-11,1.26793766636104e-10,3,14,-480.316079761587,-1570.74345594079,-453.910079317025,-42.46976049944,3.69651313898711e-09,-1.82324257080868e-09,11.6389396370648,14]\n",
      "%%[429,1.98004888550681,50.0446034995046,-3.12447634863645e-17,-4.01298195599917,1.74639322648579e-05,1.94105593338822e-05,-1.31145094783847e-15,9.18876431834873e-11,1.54014486031941e-10,3,14,-592.8337477686,-1870.05011329914,-528.042117887366,-85.7982926271511,4.66927975451004e-10,-2.38154112478916e-09,11.6388479137869,14]\n",
      "%%[430,1.98002625438823,52.5172588464405,7.42273211500733e-16,-4.0129821926358,3.60658849674067e-06,3.55649387381307e-05,-1.32047150991355e-14,1.14915809979453e-10,2.09731884812607e-10,3,14,-574.171709455102,-1785.28597395548,-527.108849061795,-66.0267633692542,-6.44805299432338e-10,-8.67499371057408e-10,11.638867642835,14]\n",
      "%%[431,3.14571040988122,51.6930416204577,2.01901,-4.01298186737593,-1.52047865457916e-06,1.8985554057526e-06,9.16627884706145e-15,2.14366207977896e-11,3.14557256778605e-11,3,14,-586.785926345351,-1817.14331767276,-534.618090475136,-71.8443750514046,-1.31184526436234e-09,3.38140623888736e-09,11.6388577267697,14]\n",
      "%%[432,3.14569065719765,54.1656996432589,2.01901,-4.01298200306269,-3.02761979686927e-06,5.28446456801232e-05,1.28300148283245e-14,2.38398326295425e-10,3.47273022787947e-10,3,14,-536.23019521056,-1693.50195295306,-496.798774704006,-56.8081726645637,9.33855950902007e-10,-3.40868535849604e-09,11.6388976404477,14]\n",
      "%%[433,4.31137312593732,53.3414786747048,6.30253512614573e-16,-4.01298165120413,1.04177152707077e-06,4.77535611161888e-05,-1.3288020312796e-14,1.83900134756888e-10,2.99449335047866e-10,3,14,-562.306424791586,-1766.20034432304,-517.128977249586,-63.1739128748632,2.13467164483192e-09,9.6378460619548e-10,11.638875065831,14]\n",
      "%%[434,4.3113561422634,55.8141455659589,1.2519414130703e-16,-4.0129827331769,2.04924481648824e-05,5.97892371523558e-05,2.82366570977661e-15,3.11088340868627e-10,5.97050277124665e-10,3,14,-475.545654208046,-1557.45571902651,-451.763379165914,-39.6992108277113,1.79610882954523e-10,2.57868439195068e-09,11.6389435539021,14]\n",
      "%%[435,5.47703758962075,54.9899213128158,2.01901,-4.01298284206597,1.74542241735409e-05,7.21361858591202e-05,-3.38618022510673e-15,3.90959100672834e-10,7.29983045316514e-10,3,14,-500.00647788981,-1600.25734085593,-470.168969693699,-46.2892214550758,-2.11924155524637e-09,-2.67024435961043e-09,11.6389274506165,14]\n",
      "%%[436,5.4770272510317,57.4626008084034,2.01901,-4.01298242843245,-1.28350278585654e-05,-3.21270756622888e-05,-2.42861286636753e-15,9.00892446792395e-11,2.04920909885514e-10,3,14,-464.93232835818,-1512.90893303205,-452.257107457006,-27.7835896833788,-2.00667856116443e-09,2.08554214035147e-09,11.6389536826423,14]\n",
      "%%[437,6.64270714071102,56.6383744103684,-5.32249403607526e-16,-4.01298281080385,-1.14052931410452e-05,-1.16262320317972e-05,7.41073868937292e-15,4.05975548220038e-11,7.81896384737817e-11,3,14,-465.272827909427,-1534.19411347217,-445.986783786921,-34.7870104466601,-2.94609317844086e-10,-2.84603718370136e-09,11.6389509691186,14]\n",
      "%%[438,6.64269752466235,59.1110490290451,1.40156946851711e-16,-4.01298202093385,2.06745803519662e-05,1.72823836855768e-05,-5.25968157916168e-15,1.04663782386505e-10,2.04680309444914e-10,3,14,-466.808715135762,-1526.62550326007,-464.139292860229,-16.0237552871151,3.44637315213836e-10,-1.15620260587868e-09,11.6389483053509,14]\n",
      "%%[439,0.814316178278243,58.2868235909084,2.01901,-4.0129823529916,2.2184678794307e-05,1.42385566221925e-05,5.59274848654923e-15,1.16318016781494e-10,2.14145655381563e-10,3,14,-467.718799086399,-1511.20859296991,-459.633149991616,-22.038495687232,1.6953932441971e-09,2.75709852171069e-09,11.6389520398869,14]\n",
      "%%[440,0.814313260240531,60.7595013631477,2.01901,-4.01298252671695,-7.20001248571966e-06,-7.40548618469172e-08,1.05748743095546e-14,2.60553973093313e-11,3.72143278061736e-11,3,14,-455.267959478704,-1488.62847624985,-464.438331172856,-2.45391694302175,3.11285316967336e-09,7.11509295925339e-10,11.6389578074769,14]\n",
      "%%[441,1.98000885568997,54.989922712101,1.91695331080902e-16,-4.01298249621661,-6.73968845597839e-06,4.36085646370599e-05,-3.24046345312468e-15,1.7034591836214e-10,2.84208700325038e-10,3,14,-507.545729682113,-1619.51435397877,-474.356270163483,-49.99425481369,-2.31240521175735e-09,4.23987277708635e-09,11.6389214236953,14]\n",
      "%%[442,1.97999551869666,57.4625985443601,-6.39449366922187e-17,-4.01298252317994,2.20532488053732e-05,1.19147212881976e-05,5.759281940243e-16,1.10277445316201e-10,1.94985161891342e-10,3,14,-464.576449886543,-1509.85675992925,-450.608179351265,-27.8231170973981,4.0244744550777e-09,-2.97006492718053e-09,11.6389546893281,14]\n",
      "%%[443,3.14567549144701,56.6383720357063,2.01901,-4.01298298366276,2.15637520251249e-05,3.16369571530856e-05,-6.18949336228525e-15,1.56331503772927e-10,2.68251580567017e-10,3,14,-462.907800779542,-1524.72687942218,-444.598585347479,-33.710803935619,4.2245864445567e-10,3.00167984218502e-10,11.6389535574254,14]\n",
      "%%[444,3.14566914391759,59.111051072933,2.01901,-4.01298224138386,-1.15747598578159e-05,-2.45403727940708e-05,2.91433543964104e-15,5.48324173475355e-11,9.03538975153675e-11,3,14,-463.668772942371,-1516.62938535659,-461.708202087693,-14.962091175137,-1.31184526436234e-09,2.72583102335459e-09,11.6389513508563,14]\n",
      "%%[445,4.31134790747466,58.2868256399671,-1.33269111810001e-16,-4.01298238220769,-1.26428400901851e-05,-2.85423761510194e-05,-2.76797658438108e-17,6.4083813236635e-11,1.16304935483529e-10,3,14,-466.531064203713,-1508.4284946313,-458.71862641916,-21.1233135941508,-8.67435123004263e-10,-1.25324572110351e-09,11.6389529757286,14]\n",
      "%%[446,4.31134207066203,60.7594997543374,8.13994916703264e-16,-4.01298229348443,1.6367581474935e-05,3.11190101719081e-05,-1.37391663752381e-14,1.25306086094449e-10,2.15730707803803e-10,3,14,-461.716050685422,-1502.79675304694,-468.186074517709,-4.88286262525017,-2.02277019913173e-09,-1.31129125290146e-09,11.6389530815681,14]\n",
      "%%[447,5.47701950580973,59.9352744769,2.01901,-4.01298185853267,1.86804463753114e-05,2.23580730776473e-05,9.95427698602391e-15,1.07986922592066e-10,1.81661862236363e-10,3,14,-465.56442326265,-1525.16024385065,-467.472395028156,-10.3689589997591,-2.38744720781198e-09,3.04944963134017e-09,11.6389481140214,14]\n",
      "%%[448,6.64269614005797,61.5837262160637,4.28151355146586e-16,-4.01298232200797,-4.10273344167433e-06,1.04728733022474e-05,-1.01307850997046e-14,3.05044239189008e-11,7.47672232905501e-11,3,14,-442.338426238808,-1482.38708525693,-457.134933076662,3.86233199341632,1.33407992986001e-09,-1.48972258834368e-09,11.6389627112087,14]\n",
      "%%[449,1.97999093509939,59.9352763060465,5.27444495548722e-16,-4.01298208670449,-9.99566070900015e-06,-1.44207866114646e-05,-1.01446628875124e-14,3.18112592826579e-11,6.72087627062291e-11,3,14,-460.800998802841,-1512.61682769121,-464.212252137067,-8.73309815811129,3.02391450768269e-09,-1.0321748623995e-09,11.6389521157119,14]\n",
      "%%[450,3.1456652967154,61.5837251629002,2.01901,-4.01298199403612,1.33949514898174e-05,3.27456722878087e-05,1.26981758441502e-14,1.21550614311648e-10,2.79796299971637e-10,3,14,-449.995252515794,-1499.74648864416,-461.403333761014,1.0659431200802,-1.20067193687401e-09,-2.11576738876236e-10,11.638957013743,14]\n",
      "%%[451,5.47701960608934,62.4079528421959,2.01901,-4.01298294890975,-9.76178494149771e-08,1.79531786800857e-06,1.39688607903032e-14,2.87915703188066e-11,4.31326021328867e-11,3,14,-429.712821347247,-1478.83603719217,-449.68968467257,10.3041468759023,-3.8910664620917e-11,2.40064904045122e-10,11.6389674507247,14]\n",
      "%%[452,6.64269867819487,64.0564059906675,7.22156109497962e-16,-4.01298211086116,4.80546820173094e-06,-1.61073811180135e-05,-1.61259894326804e-14,5.2868093093719e-11,9.46965672468432e-11,3,14,-445.039106634482,-1497.00622771644,-474.819057016754,20.9372927691503,-2.18455588514577e-09,4.53587176152404e-09,11.6389560120446,14]\n",
      "%%[453,0.814313624598841,63.2321805861569,2.01901,-4.01298223044731,6.82975015331433e-06,-1.64382725666434e-05,1.85684800868557e-14,7.6959599542645e-11,1.43126390210144e-10,3,14,-437.78333846704,-1496.49571585427,-461.204057787498,14.277135904739,-5.78101302939338e-10,-5.78101302939338e-10,11.6389600754579,14]\n",
      "%%[454,0.814320286292169,65.7048564169862,2.01901,-4.01298192894063,1.10080121176748e-05,8.99033506196467e-07,-2.42861286636753e-15,5.45265956452504e-11,9.3193629759745e-11,3,14,-439.748974683156,-1528.11763628084,-483.461315384316,36.3184012415612,-3.33519982465003e-10,-1.91218123279935e-09,11.6389495076035,14]\n",
      "%%[455,1.97998912573688,62.4079521575973,7.12526344110822e-16,-4.01298261818205,1.02886671936725e-05,1.69156753938859e-05,-1.74582570622306e-14,7.4448916286838e-11,1.26429982334822e-10,3,14,-436.920550138642,-1496.54205539257,-454.800453556103,7.39660781868184,2.31240521175735e-09,-1.27849326611584e-09,11.6389616081067,14]\n",
      "%%[456,3.14566862305319,64.0564058947968,2.01901,-4.01298240191726,5.77525141236268e-06,-1.45788777305112e-05,6.63358257213531e-15,5.32785381182108e-11,9.42030317482976e-11,3,14,-439.179400833025,-1480.61408732256,-471.049263505066,23.3492468735034,-9.78325281897341e-10,-1.70824766018794e-09,11.6389610814863,14]\n",
      "%%[457,4.31134377398319,63.2321809295531,3.96737165587286e-16,-4.0129825532165,2.94449314621956e-06,-2.41673718243611e-05,-9.20076554644503e-15,8.79633596405837e-11,1.69856918031426e-10,3,14,-431.409875921845,-1478.23306347689,-457.458374964593,16.6574414341377,-2.91351725117144e-09,9.37800273091814e-10,11.6389656049383,14]\n",
      "%%[458,4.31135088679521,65.7048571609119,5.82029661882966e-18,-4.01298170188661,-7.1348030185759e-07,-1.3302695401769e-05,1.95004324518311e-15,3.48936454043679e-11,4.81243140853511e-11,3,14,-444.806212411842,-1540.98967367165,-486.094113793799,34.3444882172701,5.55067078221644e-10,3.35272998853004e-09,11.6389455027363,14]\n",
      "%%[459,5.47702450641259,64.8806318452915,2.01901,-4.01298246201473,1.26386372395482e-06,-1.4425872341392e-05,6.30832192038966e-15,4.33681105844113e-11,5.91161542932717e-11,3,14,-446.804266352861,-1510.04941786892,-482.515839981496,27.5803437535735,3.51863581500578e-09,-4.51294226272957e-09,11.6389519399167,14]\n",
      "%%[460,5.47703462089807,67.3533072320349,2.01901,-4.01298233818704,1.38138361977479e-05,-1.78804706633174e-05,-1.3914650681679e-14,9.34766461116057e-11,1.37975069920357e-10,3,14,-447.703216680739,-1570.50809378214,-501.426095568816,48.1358626695006,3.51168748203776e-09,-3.38036398894216e-09,11.6389368150612,14]\n",
      "%%[461,6.64270714789227,66.5290818185936,8.33335144635313e-17,-4.01298313957924,1.23767697344339e-05,-1.08364917762727e-06,5.67601521339611e-15,5.52394470589947e-11,9.61265081427925e-11,3,14,-440.885233529784,-1534.21476659551,-489.665976739596,42.463848413858,-6.83715964053255e-10,2.57922119772935e-09,11.6389474960096,14]\n",
      "%%[462,6.64272239315549,69.0017570126433,-5.52395165126013e-16,-4.01298269423123,-6.21641673134157e-06,-9.27131847773405e-05,1.31561428418081e-14,6.17117384983032e-10,9.86736356504516e-10,3,14,-475.873198676499,-1704.75770551045,-538.636506425668,58.5171649438505,-2.75709852171069e-09,2.13452788777602e-09,11.6388993368212,14]\n",
      "%%[463,0.814333696702778,68.1775315758465,2.01901,-4.01298298801306,-5.79702060682363e-06,-4.69822501222503e-05,-7.7715611723761e-15,1.61464617515949e-10,2.36701638580163e-10,3,14,-456.852919754899,-1626.15145880671,-514.9782537797,52.8559163175044,2.66815985972002e-10,-1.73430390881801e-09,11.6389223227854,14]\n",
      "%%[464,0.814350351556062,70.6501949736301,2.01901,-4.01298250032132,1.52205384897353e-05,-5.96375451523967e-05,-1.90542026601292e-14,3.3112717837143e-10,5.76340512514212e-10,3,14,-540.058045140084,-1853.20814018326,-613.112790576817,70.0218516087835,8.00447957916006e-10,-9.33855950902007e-10,11.6388452569711,14]\n",
      "%%[465,1.97999413680239,64.880631494254,3.25555728066678e-16,-4.01298273367328,8.25563147727193e-06,-7.30410280411209e-06,-2.03309591384482e-15,5.05382285964526e-11,7.99479835735773e-11,3,14,-441.079981140396,-1495.48589163899,-478.731587880811,30.002284836176,-2.40134387374802e-09,3.46747871352872e-09,11.6389566301207,14]\n",
      "%%[466,1.98000555495283,67.3533083673813,7.49115693143205e-17,-4.01298219971801,-4.76759631662382e-06,-4.08477090659207e-05,5.25968157916168e-15,1.36327021100128e-10,1.92375984759877e-10,3,14,-449.463825564455,-1578.87142931221,-502.722127215206,47.1550043980394,1.55642658483668e-10,2.28773862972088e-09,11.6389345829447,14]\n",
      "%%[467,3.14567796084464,66.5290828507329,2.01901,-4.01298294888867,-3.37512432899145e-06,-2.10333624020942e-05,-4.40619762898109e-15,3.99401287430692e-11,8.30265450638707e-11,3,14,-444.314973317436,-1544.30582296205,-492.115727550647,40.8548848951966,-1.62313058132968e-09,-2.86618734930862e-09,11.6389443752709,14]\n",
      "%%[468,3.14569136627887,69.0017556171853,2.01901,-4.01298274733048,1.48241121093046e-05,-6.43814808768881e-05,-1.59039448277554e-14,4.0030899805237e-10,6.0581186846058e-10,3,14,-474.953016287165,-1701.91973641206,-538.246737262236,59.1127900385462,-1.91218123279935e-09,-1.80823410374294e-10,11.638900151802,14]\n",
      "%%[469,4.31136276912505,68.1775302864869,-1.33206059845132e-15,-4.01298307892931,1.37914008387491e-05,-2.06037527088475e-05,1.88255477564517e-14,1.34229328956528e-10,1.80681174482182e-10,3,14,-455.695969353217,-1621.05594832347,-514.379204764864,53.6726988697581,1.02156722893883e-09,5.04883587885526e-10,11.6389236688789,14]\n",
      "%%[470,4.3113814039521,70.6501964154705,-6.55947819478147e-16,-4.0129824489584,-6.83151015516258e-06,-8.97274072243093e-05,1.75968137386743e-14,5.35122725971173e-10,9.72878144288382e-10,3,14,-540.701988006904,-1853.99786487221,-613.878018434378,70.0158730823419,-2.21520415286302e-10,7.63428120989198e-10,11.6388448158799,14]\n",
      "%%[471,5.47705160916595,69.8259772944011,2.01901,-4.01298173176943,-6.41505133358589e-06,-9.59818646169147e-05,-1.72431513512095e-14,5.59905048030575e-10,1.10205760456466e-09,3,14,-507.927039567745,-1792.9074681164,-576.043081298181,64.3395067074099,5.00279973697504e-10,4.10299061761633e-10,11.6388692603698,14]\n",
      "%%[472,5.47707156433863,72.2986243458399,2.01901,-4.01298257459554,1.55024799613768e-05,2.07085728528983e-05,-1.85745516190217e-14,1.23315339087727e-10,2.37670707515045e-10,3,14,-559.765993265127,-1957.81622217155,-642.653886135113,81.4531515038049,-1.6300789142977e-09,1.31809876403356e-09,11.6388163471359,14]\n",
      "%%[473,6.64274063971719,71.474410084864,-1.05402161971795e-15,-4.01298092851473,1.55822205856783e-05,-1.64796931299838e-05,2.05391259555654e-14,9.52742364918318e-11,1.47842161427042e-10,3,14,-560.739421905897,-1927.56639466979,-638.576468262286,75.5281859255665,2.22346654976668e-11,3.11285316967336e-10,11.6388219223415,14]\n",
      "%%[474,6.64276616669862,73.9470577971439,-1.13922855310866e-15,-4.01298282867976,-5.0154016049582e-06,-2.44999420523778e-05,1.98591143529825e-14,4.90822805064532e-11,1.28979926416696e-10,3,14,-553.783739948243,-2003.20855016837,-648.701993090267,94.3904299235118,-9.17179951778757e-10,7.11509295925339e-10,11.638807981024,14]\n",
      "%%[475,0.814374075665971,73.1228429086873,2.01901,-4.01298182640289,-5.40908396329254e-06,-2.43387367712747e-05,-1.75276460012697e-14,7.82695241979285e-11,9.56782065598971e-11,3,14,-552.155866506425,-1996.70660347135,-641.419033263513,87.9778624510496,1.42857725822509e-09,-9.78325281897341e-10,11.6388104160828,14]\n",
      "%%[476,0.814401433220009,75.5954856244973,2.01901,-4.01298131073432,1.25521474708679e-05,-2.27361697876932e-05,-1.80133685745432e-14,1.49756522859642e-10,1.92369183664224e-10,3,14,-577.552705778632,-2097.95350737387,-682.348200488042,105.564919122756,8.4491728891134e-10,1.77877323981335e-10,11.6387787089974,14]\n",
      "%%[477,1.98002059268701,69.8259758005163,-6.55288118293872e-16,-4.01298174682989,1.49488561364403e-05,-6.60155472175239e-05,1.63757896132211e-14,3.67696824105536e-10,6.81041074536483e-10,3,14,-507.30819574684,-1790.9591112367,-575.643254271368,64.481739479865,-6.89274630427672e-10,2.12723213815959e-09,11.6388698314478,14]\n",
      "%%[478,1.98004259365762,72.2986257281471,-7.05548958590116e-16,-4.01298262213735,-6.10592724993586e-06,-9.00075858054072e-06,1.80758186196783e-14,3.71340684068689e-11,5.08131637697119e-11,3,14,-558.689860337387,-1955.97462752428,-641.78215038759,81.6838163120143,2.37910920825035e-09,5.73237469861723e-11,11.6388170841368,14]\n",
      "%%[479,3.14571176753214,71.4744114906272,2.01901,-4.01298094400648,-7.0826464371454e-06,-4.62060483263028e-05,-1.90403248723214e-14,1.45949937742768e-10,2.22315240925086e-10,3,14,-560.560708637204,-1926.94468401179,-638.476797762037,75.71481487351,1.77877323981335e-10,-5.99988551788604e-10,11.6388220990349,14]\n",
      "%%[480,3.14573528381306,73.9470564835821,2.01901,-4.01298276592388,1.41930382229205e-05,2.53390149204343e-06,-2.19546603119625e-14,8.97030469197163e-11,1.40561229655761e-10,3,14,-555.384417236701,-2006.54890847192,-649.858798219738,93.9488579149588,6.22570633934671e-10,1.37576992766814e-10,11.6388067976044,14]\n",
      "%%[481,4.31140306495541,73.1228415240808,-7.64973680917388e-16,-4.01298177190467,1.53651237353551e-05,4.24059343643782e-06,1.91718661810489e-14,7.36799682279936e-11,1.41964983805578e-10,3,14,-553.709384463394,-1999.48063901016,-642.402608621054,87.7682642135513,-2.02224267215065e-09,1.17802622982314e-09,11.638809385844,14]\n",
      "%%[482,4.31143218547106,75.5954867394516,-9.66712884525233e-16,-4.01298139503523,-3.95237554479252e-06,-4.62219710580793e-05,1.7236172407151e-14,1.78813936988078e-10,2.44899021535753e-10,3,14,-576.504316766145,-2093.47116193586,-681.922460372464,106.34911549948,-1.80085830776982e-09,-3.84537342066713e-10,11.6387798765736,14]\n",
      "%%[483,5.47709890014093,74.7712747456389,2.01901,-4.01298286999993,-4.49354602826725e-06,-5.74416247617273e-05,-1.89431803576667e-14,2.9289793929202e-10,4.34964348711754e-10,3,14,-564.694195507453,-2027.56908610925,-664.859438208847,100.542603765091,-2.11924155524637e-09,1.76921928198232e-09,11.6387983015296,14]\n",
      "%%[484,5.47712977698605,77.2439119179287,2.01901,-4.01297988968729,1.11529336379868e-05,-7.44290460476249e-06,-1.1591422266477e-14,6.96565393177898e-11,1.11386119196827e-10,3,14,-608.500934534504,-2143.31776455162,-722.732083331173,116.367403312917,-3.54503948028426e-09,2.74320185577465e-09,11.6387561031677,14]\n",
      "%%[485,6.64279532540892,76.4197005384252,-6.93533792622366e-16,-4.01298302790003,1.19410794680174e-05,-3.20393731691598e-05,1.77635683940025e-14,1.29140029665424e-10,2.89105815227483e-10,3,14,-591.878023472962,-2115.20122201254,-701.642455730781,111.123522625216,1.11173327488334e-09,-9.33855950902007e-10,11.6387698681897,14]\n",
      "%%[486,1.98006804520011,74.7712734596475,-6.82691987840171e-16,-4.01298279536525,1.34561412707401e-05,-3.16420786197757e-05,1.95468641273067e-14,1.77323993597186e-10,2.51652219335028e-10,3,14,-566.114911872585,-2031.52216482551,-665.73017433097,99.8467706548499,1.24514126786934e-09,-1.62174091473608e-09,11.638797085305,14]\n",
      "%%[487,1.98010049666452,77.2439127976208,-6.08931359249724e-16,-4.01298000618852,-3.26709692412275e-06,-2.63568834673322e-05,1.37667655053519e-14,9.26406315565929e-11,1.57989579380933e-10,3,14,-606.236817333316,-2137.45675906548,-721.324078130407,117.153424337185,6.44805299432338e-10,-1.23645585165932e-09,11.6387579602573,14]\n",
      "%%[488,3.14576609446462,76.4197015446808,2.01901,-4.0129830786619,-3.835223552906e-06,-5.33903149973313e-05,-1.64313007644523e-14,2.04725937144024e-10,4.65742831429491e-10,3,14,-590.943100853382,-2110.38190178971,-701.049706748547,111.869634685942,-5.55866637441671e-10,1.68219141155786e-09,11.6387710948963,14]\n",
      "%%[489,6.64283068889286,78.8923356289875,-6.78221361921973e-16,-4.01298165689362,-8.88076107697505e-07,6.15356644152881e-05,1.68060010352633e-14,3.25990440773091e-10,5.91611247469689e-10,3,14,-563.025306947087,-2037.71517734545,-686.552927133724,126.865992910672,2.09005855678068e-09,-2.22346654976668e-10,11.6387920907812,14]\n",
      "%%[490,0.814435363915834,78.0681205311429,2.01901,-4.0129824643542,-2.27331850694013e-06,5.28074823138158e-05,-1.59733337667944e-14,3.1642915328528e-10,4.63413064365607e-10,3,14,-594.293936053098,-2084.25312086346,-713.845482392229,122.19355232472,3.05170783955477e-09,-8.00447957916006e-10,11.6387727072005,14]\n",
      "%%[491,0.81447258093128,80.540768187169,2.01901,-4.01298454789113,6.76076648584156e-06,6.12381242799526e-05,-1.16157083951407e-14,3.07881989840933e-10,4.32221426722929e-10,3,14,-488.856147185286,-1845.90508908039,-620.274584555039,135.733158357934,1.94553323104585e-10,2.53475186673402e-09,11.6388557372647,14]\n",
      "%%[492,3.14580030699601,78.892334956628,2.01901,-4.01298153680642,7.93430648564353e-06,7.53497674210592e-05,-7.6813555516253e-15,4.16696995633615e-10,8.03393372230616e-10,3,14,-565.781285638502,-2043.75173370309,-688.300348338005,126.056182787579,4.4246984340357e-09,-1.27119751649942e-09,11.6387900412707,14]\n",
      "%%[493,4.31146480778833,78.0681197607632,-6.06358172591362e-17,-4.01298233587691,9.44924177413275e-06,6.91524767801713e-05,5.50895434402617e-15,4.70664333089319e-10,7.31488706788643e-10,3,14,-597.507605084773,-2090.08962064746,-716.055271901158,121.267890606133,1.00252997013503e-09,-1.61415494704273e-09,11.6387705188125,14]\n",
      "%%[494,4.31150285323188,80.5407686223967,-1.06169321074e-16,-4.01298463906566,9.66527920234252e-07,5.23659956119247e-05,1.78317343557839e-15,2.51513966768222e-10,3.29767203706867e-10,3,14,-487.620828896051,-1840.94534073346,-619.626216092028,136.566461486222,6.23027448058065e-10,-1.68513586201134e-09,11.6388570761635,14]\n",
      "%%[495,5.47716651510643,79.716547390088,2.01901,-4.01298151274929,1.80879047378957e-07,9.84595931806248e-05,-9.02403152203135e-15,8.37011935936545e-10,1.31130442801903e-09,3,14,-522.885006640997,-1961.1996809215,-650.265951310118,131.63027922264,-4.34826677138747e-09,2.98014000998416e-09,11.6388207719732,14]\n",
      "%%[496,5.47720680760964,82.1892068304809,2.01901,-4.01298507748401,5.42205667316761e-06,5.61095108281098e-05,2.75907768854111e-15,3.50919423413613e-10,3.71867973633522e-10,3,14,-454.208250462818,-1688.33165605631,-593.913837761907,145.615215680709,-4.49835076349672e-09,1.16080587646999e-09,11.6388972582622,14]\n",
      "%%[497,6.64286948894803,81.3649871427487,-8.91248176841204e-17,-4.01297973709716,5.69907199248973e-06,3.49168672195144e-05,5.24580379135386e-15,9.08228816824705e-11,1.83385565532359e-10,3,14,-470.29077524936,-1821.46686560576,-605.948910998923,140.638713473031,3.32408249190119e-09,-3.02391450768269e-09,11.6388645427424,14]\n",
      "%%[498,6.64291303910025,83.8376466746208,-6.82181622976959e-16,-4.01298165252706,3.82229705641821e-06,8.97708254901652e-05,1.13242748511766e-14,1.56091806980413e-09,2.33618829691492e-09,3,14,-406.24681487229,-1632.32701930523,-555.926697162824,156.440682763433,-5.33631971944004e-10,5.33631971944004e-10,11.6389224268011,14]\n",
      "%%[499,0.814514719373913,83.0134322194002,2.01901,-4.01298094405254,3.29518388508809e-06,1.87850463782349e-05,-7.7715611723761e-15,4.10973468174404e-10,4.74682849336104e-10,3,14,-441.258676751185,-1656.06983818187,-586.189880380079,151.231458728483,1.82324257080868e-09,-1.24514126786934e-09,11.6389052686232,14]\n",
      "%%[500,0.814561302357119,85.4861023736164,2.01901,-4.0129784669867,3.67557310743116e-06,1.64315191846232e-05,-6.75848266240564e-15,4.52679218717378e-11,5.68612890055914e-11,3,14,-396.104320143408,-1550.01917809821,-554.752251103265,166.471929504044,2.56810386498052e-09,-9.78325281897341e-10,11.6389386630531,14]\n",
      "%%[501,1.9801362253576,79.7165468528626,-5.78645608027318e-16,-4.0129814383365,7.14566349942214e-06,0.00010955243438282,1.22540866343002e-14,9.97916479014241e-10,1.59395854313857e-09,3,14,-524.456127336914,-1966.56204399846,-651.276951682897,130.850726254827,-9.33855950902007e-10,-1.11981071195867e-09,11.6388192323567,14]\n",
      "%%[502,1.98017697419327,82.1892070189421,-1.55775143797562e-16,-4.01298514905992,2.2027156521276e-06,5.14455353208196e-05,3.12944115066216e-15,3.07639712117627e-10,3.19639027745712e-10,3,14,-452.568146483991,-1684.49665847875,-592.858113235678,146.206409498815,-3.17955716616636e-09,3.66524564063102e-10,11.6388985286049,14]\n",
      "%%[503,3.14583967712426,81.3649874054138,2.01901,-4.01297980484977,1.29571571036435e-06,2.84222940802107e-05,-1.2490009027033e-16,6.28556745228319e-11,1.2887449118711e-10,3,14,-468.958948699969,-1817.13938431187,-605.232910117765,141.402307382453,1.75653857431568e-09,2.27523163037844e-09,11.6388657825602,14]\n",
      "%%[504,3.14588304363109,83.8376465634016,2.01901,-4.01298162967787,4.28596927828928e-06,9.20348191616154e-05,3.80945275324507e-15,1.60226022964312e-09,2.40770875792935e-09,3,14,-407.078066237641,-1634.21634203152,-556.518669878967,156.268402491045,1.46748792284601e-09,-2.80035884955507e-09,11.6389217875182,14]\n",
      "%%[505,4.31154468663834,83.0134321174871,5.29548912532002e-16,-4.01298087214083,4.74880460846357e-06,2.19637299327423e-05,-7.80639925788424e-15,4.16248491025416e-10,4.89480847061914e-10,3,14,-442.83443520252,-1659.10473115854,-587.310959035888,150.852264830367,6.23107077334057e-10,1.40271066167442e-09,11.6389041488649,14]\n",
      "%%[506,4.31159127082201,85.4861024413545,-5.17577172346901e-16,-4.01297845588489,3.60196300913662e-06,1.49989365024266e-05,1.2059769515456e-14,4.17297510553887e-11,5.44886577764457e-11,3,14,-396.828357559192,-1550.12998715338,-555.284343440877,166.499707185365,7.78318214658808e-10,1.38902889933442e-09,11.6389384008065,14]\n",
      "%%[507,5.47725189966893,84.6618813829216,2.01901,-4.01298551952981,3.78744422011024e-06,-1.04222046062724e-05,-1.0768295977126e-14,5.86629726131298e-10,7.30621437112371e-10,3,14,-386.278991245406,-1550.84600187642,-540.567456643135,161.608388546488,-1.00750828036303e-09,-1.33581701310202e-09,11.6389461488756,14]\n",
      "%%[508,5.47730139703141,87.1345575255269,2.01901,-4.01298046244761,3.76950310196356e-06,-5.22466409361849e-05,-1.32047150991355e-14,7.18054488683295e-10,7.50700301733279e-10,3,14,-364.776805110917,-1587.93503800275,-531.330343899861,175.495827850103,1.60645458220643e-09,-6.84410797350057e-10,11.6389426984424,14]\n",
      "%%[509,6.64296110385153,86.3103239761272,-5.01151802356075e-16,-4.01298700186444,4.00472697419454e-06,4.79766462136849e-05,1.02418074021671e-14,5.23120114685461e-10,8.9295428788674e-10,3,14,-374.374847017139,-1464.38130503377,-537.361610080289,171.172553912111,-5.16955972820754e-10,9.33855950902007e-10,11.6389658748184,14]\n",
      "%%[510,6.64301325794068,88.7830098776092,-7.31291095981753e-16,-4.01298523546369,1.75716271021836e-06,-0.00011434171578692,1.45994327738208e-14,1.90427279818742e-09,2.97423742731838e-09,3,14,-425.556918798491,-1586.21034469591,-598.616696348849,183.013420253754,-5.05838640071921e-10,1.60089591583201e-09,11.638920950808,14]\n",
      "%%[511,0.814612162477996,87.9587775652548,2.01901,-4.01298250375503,2.18384857028631e-06,-3.55181723863812e-05,-6.78623823802127e-15,5.52475329179138e-10,8.5485102530589e-10,3,14,-383.214408300882,-1602.57567571912,-553.208426514979,179.276632855265,5.31408505394237e-09,-2.44581320474335e-09,11.6389332785421,14]\n",
      "%%[512,0.814666395125608,90.4314433116943,2.01901,-4.01298628252667,3.97815193300954e-06,-2.17648658171823e-05,-1.64035451888367e-14,2.00322186809552e-10,2.12933813541541e-10,3,14,-433.43606943998,-1771.7234760114,-613.084177968784,190.491837478949,-2.84603718370136e-09,1.33407992986001e-09,11.6388824479547,14]\n",
      "%%[513,1.9802219296246,84.6618813197488,3.18110184387212e-16,-4.01298549333616,3.85572655002553e-06,-8.92501344265662e-06,1.11716191852906e-15,5.84139550742662e-10,7.21006084110476e-10,3,14,-386.422880620597,-1551.59065102787,-540.632531023779,161.455062150552,-2.20123188426902e-09,1.35318784552207e-09,11.6389459543034,14]\n",
      "%%[514,1.98027148222643,87.1345576022452,1.23537319516514e-17,-4.01298045585596,2.24342207712225e-06,-5.41686957261367e-05,3.08086889333481e-15,7.3543402042228e-10,7.70377084600349e-10,3,14,-365.089598280263,-1588.89662085092,-531.551038014075,175.371690435004,1.51195725384135e-09,-5.30852638756796e-10,11.6389424137203,14]\n",
      "%%[515,3.14593116164125,86.3103240125557,2.01901,-4.01298696880587,2.91584335171402e-06,4.65406255381728e-05,-7.95197241387768e-15,5.13654029953226e-10,8.74297836714795e-10,3,14,-375.321309231335,-1465.11659637639,-538.009280627134,171.076736518812,-4.13564778256603e-09,8.79658953751444e-10,11.6389654206229,14]\n",
      "%%[516,3.14598318780234,88.7830097072404,2.01901,-4.01298525524289,3.41164513457948e-06,-0.000111463389794931,-1.08801856413265e-14,1.84999764831336e-09,2.87461008917975e-09,3,14,-425.331837856559,-1585.39747636709,-598.673831082669,183.213272189135,-1.88994656730168e-09,5.50307971067254e-10,11.6389211440918,14]\n",
      "%%[517,4.31164209096542,87.9587774883377,-9.70126086806197e-16,-4.01298250542553,3.83863384946156e-06,-3.34947372072562e-05,1.40445772661157e-14,5.52310095068745e-10,8.43134248733399e-10,3,14,-383.202931850682,-1601.85458437687,-553.306054882136,179.497856383446,1.04407303897139e-09,-2.61028480091831e-11,11.6389333988243,14]\n",
      "%%[518,4.31169649920662,90.4314434773799,-5.30330755835139e-16,-4.01298626422934,1.59827526188014e-06,-2.48453231099809e-05,1.32393629196804e-14,1.97508398112049e-10,2.0500149308888e-10,3,14,-434.157737360234,-1772.13266872419,-613.627504859656,190.525923814325,1.80118215177154e-09,-9.56376431174392e-10,11.638882124693,14]\n",
      "%%[519,5.47735468310345,89.6072213239464,2.01901,-4.01297755989795,1.88834257873948e-06,-1.08398105790647e-05,-1.55140657265296e-14,3.99653071018642e-10,5.38212213905849e-10,3,14,-448.071651162971,-1744.69098927047,-624.363529795352,186.712567807621,3.19623316528961e-11,5.70110720026114e-10,11.6388786643829,14]\n",
      "%%[520,5.47741111998766,92.079877874574,2.01901,-4.01298058344853,4.67513030927291e-06,-1.3847910924264e-05,-7.41420813632487e-15,9.81173416619004e-10,1.12836405734949e-09,3,14,-490.937153307594,-1893.31201133842,-677.74847229761,198.703246580759,8.08785957477631e-10,1.66759991232501e-09,11.63883381332,14]\n",
      "%%[521,6.64306851675061,91.2556717485997,-3.96884915495078e-16,-4.0129807865678,4.80195201018772e-06,-8.68334209863098e-05,9.68669588985449e-15,1.70812003881101e-09,3.07096974311693e-09,3,14,-467.390976063191,-1845.36036780035,-650.542815562409,194.487058958291,8.89386619906674e-10,-2.57922119772935e-09,11.6388525006499,14]\n",
      "%%[522,0.814724263713455,92.9041010328255,2.01901,-4.01298570553943,2.67387313157563e-06,-5.56331372284224e-05,-9.86710713135608e-15,2.82392303137814e-10,3.84965083447666e-10,3,14,-486.956210403854,-1943.61058370813,-678.083401368549,203.468962199505,-3.66871980711503e-09,2.89050651469669e-09,11.6388276310801,14]\n",
      "%%[523,1.98032459222016,89.6072211448011,-6.08077650729573e-16,-4.01297756376961,3.90190246379873e-06,-7.72674229264358e-06,1.32879818259823e-14,4.10802575550281e-10,5.69554514715051e-10,3,14,-447.667073875579,-1744.06718808024,-623.966640669212,186.783913294734,-2.49028253573869e-09,4.06269028640181e-09,11.6388789348847,14]\n",
      "%%[524,1.98038129219347,92.0798780098494,-7.93270243006261e-16,-4.01298062198623,1.77802597454979e-06,-1.66019413967156e-05,1.62925228863742e-14,9.67502102737781e-10,1.09667132623615e-09,3,14,-490.299761120347,-1892.01622293207,-677.343414825053,198.902461791793,-5.55866637441671e-10,-7.98016041377199e-10,11.6388342740461,14]\n",
      "%%[525,3.14603869063263,91.2556718969284,2.01901,-4.01298077774883,1.75422698923955e-06,-8.99491743139044e-05,-1.32810429320784e-14,1.74645231330619e-09,3.15526817999866e-09,3,14,-467.815292705801,-1844.87927550451,-650.822921428483,194.556023680382,2.24570121526435e-09,-1.4644307241949e-10,11.6388524554225,14]\n",
      "%%[526,4.31175416794508,92.9041009348487,-2.83978611524135e-16,-4.0129856682348,4.57353238031161e-06,-5.36012841655859e-05,7.48031199236018e-15,2.7240947444456e-10,3.69419289203287e-10,3,14,-488.163970280058,-1945.48343402524,-678.919063440982,203.205381883999,-1.64605388610091e-09,-5.55345575820223e-10,11.6388268736069,14]\n",
      "%%[527,6.64312773983059,93.7283190809451,5.78031745057603e-17,-4.01297874969915,3.03025914092508e-06,-5.66509569303042e-05,2.78943534937071e-15,5.7141542046422e-10,1.28058296792456e-09,3,14,-520.690909882587,-2024.95936686654,-716.09355241696,208.139554191321,2.02335456028768e-09,-2.31240521175735e-09,11.6387955248951,14]\n",
      "%%[528,0.814786104517686,95.3767449851518,2.01901,-4.0129832318254,3.9086151426837e-06,-1.19659507069464e-05,1.17961196366423e-15,2.32236368661137e-10,2.51901305717978e-10,3,14,-515.975740107593,-2048.90033877717,-719.433302459733,217.936711279919,-9.06062619029924e-10,8.89386619906674e-10,11.6387934127172,14]\n",
      "%%[529,3.14609768899505,93.7283190000362,2.01901,-4.01297870191701,3.92950442927587e-06,-5.54871038378002e-05,-1.00058850094342e-14,5.60577815524209e-10,1.25374736394381e-09,3,14,-521.945292040973,-2027.33983451427,-716.922121785608,207.832496475722,8.22682623413673e-10,6.84410797350057e-10,11.638794658743,14]\n",
      "%%[530,4.31181607280762,95.3767449463968,-4.33694340610047e-16,-4.01298327508805,4.7799029530898e-06,-1.07685985017503e-05,1.05532014108988e-15,2.31055366373838e-10,2.51100859714868e-10,3,14,-515.09902521921,-2046.25443235645,-718.911266217955,218.419295018976,1.39851190560712e-09,-3.69911684289092e-09,11.6387941968561,14]\n",
      "%%[531,5.47747164456946,94.5525246864141,2.01901,-4.01298282509519,3.83298282694011e-06,1.34325506775668e-05,-1.29236898960272e-15,6.68221304635839e-10,9.06142336876074e-10,3,14,-528.114098937033,-2005.32559738582,-727.406564864278,213.0083998654,2.06643422468941e-09,-2.45276153771137e-10,11.6387974707944,14]\n",
      "%%[532,5.47753681758807,97.0251698308462,2.01901,-4.01298420626444,4.19090378096657e-06,3.37791034139782e-05,6.51735609924486e-15,1.63353765062615e-10,2.66489604668009e-10,3,14,-506.865661235817,-1969.58363401923,-722.623058612033,231.196318546526,-1.45220159031637e-09,2.23467073667762e-09,11.6388097434914,14]\n",
      "%%[533,6.64319113331308,96.2009571251881,3.68400466165678e-16,-4.01297922620148,4.20261890674012e-06,1.31406913726068e-05,-3.34454686168328e-15,5.48978932323203e-11,8.79713504042052e-11,3,14,-519.078670438486,-2062.80633646286,-728.118686720569,224.208537120519,7.78213292418339e-10,-8.89386619906674e-11,11.6387866638683,14]\n",
      "%%[534,6.64326011598975,98.6735998382451,4.21121504162091e-16,-4.01298123262127,6.78458419450583e-06,7.34054136555112e-05,-2.74780198594726e-15,6.1222493811106e-10,9.68806710335159e-10,3,14,-458.699684739251,-1909.91023512706,-687.325600534975,244.791971377238,1.24514126786934e-09,-6.67039964930005e-10,11.6388354299368,14]\n",
      "%%[535,0.814853082968248,97.849387333619,2.01901,-4.01298109510027,6.87675315685921e-06,3.95568658494994e-05,1.94289029309402e-16,2.33840653403608e-10,3.33953636767945e-10,3,14,-486.670652395386,-1961.17356057355,-709.329302893143,238.508887334808,-8.89386619906674e-11,-4.44693309953337e-11,11.638816285218,14]\n",
      "%%[536,0.814926179936261,100.322040555533,2.01901,-4.01298067717276,4.83245400473287e-07,4.88842908031029e-05,1.56819002228303e-15,1.48354723280201e-10,3.47946620016199e-10,3,14,-417.575249277905,-1768.91568452712,-654.134998821689,254.025658062368,-1.77877323981335e-10,-1.46748792284601e-09,11.6388754178363,14]\n",
      "%%[537,1.9804416729661,94.5525246724694,-7.85790822342731e-17,-4.01298278173215,3.62626913975872e-06,1.33888930180792e-05,4.05231403988182e-15,6.69327038828205e-10,9.07397767365629e-10,3,14,-529.108581916038,-2007.98328086793,-728.018418787177,212.633685259577,3.11285316967336e-09,-3.72170084599619e-09,11.6387966447165,14]\n",
      "%%[538,1.98050669746515,97.025169632847,1.56752256018651e-16,-4.01298422075719,6.78570219581065e-06,3.72781760949875e-05,-3.21964677141295e-15,1.87566287477918e-10,3.12806635551164e-10,3,14,-506.051377902294,-1967.5993005594,-722.080453856603,231.551546863505,-3.15732250066869e-09,5.86091885852562e-10,11.6388103806492,14]\n",
      "%%[539,3.14616103239209,96.2009569922097,2.01901,-4.01297928412217,6.10080411267422e-06,1.56445793418247e-05,5.30131494258512e-15,6.53219975159464e-11,9.85171923963803e-11,3,14,-518.167218125333,-2060.08885041449,-727.64787890665,224.67427616744,1.11173327488334e-10,2.8602812662858e-09,11.6387874645511,14]\n",
      "%%[540,3.14623036558749,98.6736001141718,2.01901,-4.01298123601481,2.43421368789631e-06,6.86922286195093e-05,8.47238945667073e-15,5.54965080741539e-10,8.60649754011339e-10,3,14,-459.422536105963,-1909.91629700559,-687.905501069115,244.780090129263,2.42357853924569e-09,-1.65457874312842e-09,11.6388351864253,14]\n",
      "%%[541,4.31188323632904,97.8493875707379,6.86579074715478e-16,-4.01298104796159,3.5234464014597e-06,3.5230632121914e-05,-1.08941372849424e-14,2.20842345243861e-10,2.97606869485909e-10,3,14,-487.809189750673,-1962.68173548785,-709.969293755542,238.302943616774,1.42329446367228e-09,-2.92591773695484e-11,11.6388156445397,14]\n",
      "%%[542,4.31195591868936,100.322040348864,2.71044577776057e-16,-4.01298062079811,4.54726955288753e-06,5.23367020169802e-05,-3.2821412657416e-15,1.651740047863e-10,3.9565383539184e-10,3,14,-418.705284865469,-1772.02038675847,-654.778662734252,253.601450935671,7.11675321331246e-10,1.29124933258159e-09,11.6388744662169,14]\n",
      "%%[543,5.47760782805844,99.4978224269415,2.01901,-4.01298466041562,5.41843474932691e-06,4.72641270653218e-05,3.5232233797089e-15,2.84918948423006e-10,3.04084313253729e-10,3,14,-435.158736855153,-1795.15208365543,-668.325211232942,249.833586822382,-8.14344623852048e-10,-1.1965029370932e-09,11.6388664668863,14]\n",
      "%%[544,5.47768317057746,101.970489306234,2.01901,-4.01298801844343,8.62689464975475e-07,3.98429989351412e-05,-3.92047505570758e-16,1.04177014011613e-09,1.88899329869843e-09,3,14,-388.262805052499,-1551.69452982275,-628.531596854297,258.786591145933,-6.05894634811421e-10,-5.23209472491973e-10,11.6389300084625,14]\n",
      "%%[545,6.64333455727478,101.146258861558,1.423610498967e-16,-4.01298100826002,4.26845485398258e-07,3.21286693306666e-05,2.22044604925031e-16,4.52938417068208e-10,7.76353235635583e-10,3,14,-385.222880012266,-1751.53088876084,-624.272699043771,256.840033711164,4.2245864445567e-10,8.4491728891134e-10,11.6388911262468,14]\n",
      "%%[546,6.64341092576265,103.618921503523,-2.70501269240196e-16,-4.01297961197481,-3.03323718052473e-07,4.29942458808757e-05,3.60822483003176e-15,4.63597536262584e-09,5.56856608580214e-09,3,14,-315.486772866541,-1720.88589996427,-557.269843427802,261.359594766072,4.11341311706837e-10,-2.17899721877135e-09,11.6389228890205,14]\n",
      "%%[547,0.815001966781671,102.794705637655,2.01901,-4.01297667274025,1.15051390109366e-07,2.94288070680493e-05,-5.52335954751015e-15,3.73587661415865e-12,1.74378368369774e-09,3,14,-381.92738365356,-1639.15800217948,-622.099154287995,259.315189344428,1.11173327488334e-10,6.22570633934671e-10,11.6389104041844,14]\n",
      "%%[548,0.815079323355378,105.267371065538,2.01901,-4.01296207514129,8.63103682205435e-06,2.18696588373327e-05,1.01862962509358e-14,1.61859459987176e-09,1.85043846256969e-08,3,14,-366.431182617445,-1691.01461929195,-615.929213386796,269.671867914134,-3.11285316967336e-10,2.77933318720835e-09,11.6388972716906,14]\n",
      "%%[549,1.9805780562203,99.4978226404625,3.71356615964329e-16,-4.01298466902512,1.04443135141852e-06,4.29414017557583e-05,-3.06005221162309e-15,2.67867008046829e-10,2.7734190986633e-10,3,14,-435.155699939169,-1794.07687026608,-668.317578055765,250.094026856376,-1.33407992986001e-09,1.15759227247228e-09,11.6388666793574,14]\n",
      "%%[550,1.98065311284315,101.970489261966,-2.37637270030279e-16,-4.01298789539362,1.19013276321522e-06,3.9179598322614e-05,3.76781938982163e-15,1.0194346414513e-09,1.86193127782933e-09,3,14,-390.758418659375,-1558.15702085467,-630.194885098494,257.874046493048,-1.35631459535768e-09,1.10131077543131e-09,11.6389279385815,14]\n",
      "%%[551,3.14630442988021,101.146258784161,2.01901,-4.01298091376787,2.78041313038491e-06,3.35649072699088e-05,2.77555756156289e-16,4.60516543061281e-10,7.96185548674734e-10,3,14,-387.280802734807,-1756.3042955764,-625.696280906559,256.160791108592,2.06782389128302e-09,-1.7971863221786e-09,11.6388895176168,14]\n",
      "%%[552,3.14638075321002,103.618921187869,2.01901,-4.01297974786678,4.28603733849953e-06,5.06124952559851e-05,-1.38777878078145e-16,4.73022743011028e-09,5.7606974934867e-09,3,14,-312.565346637275,-1712.4337019029,-555.545343385372,262.768776700297,4.2245864445567e-10,2.18629296838777e-09,11.6389254343142,14]\n",
      "%%[553,4.31203186115341,102.794705472663,-3.9825086472638e-16,-4.01297680737378,2.33993665273418e-06,3.34997119268029e-05,9.50832653247388e-16,6.28066922783492e-12,1.82123654577659e-09,3,14,-379.290051091322,-1631.50251900452,-620.509453251665,260.48421997215,-1.24590396396418e-09,5.1163098952971e-10,11.6389127184308,14]\n",
      "%%[554,4.31210983044003,105.267371842207,8.11255679021916e-16,-4.01296193477982,-2.5418120434995e-06,6.13810207810155e-06,-1.07763533121421e-14,1.643145200973e-09,1.76034990460062e-08,3,14,-370.370326637002,-1699.75010272636,-618.586848562845,268.19954126553,3.12223169076265e-10,-1.45777610941786e-09,11.6388943029958,14]\n",
      "%%[555,5.4777601999358,104.443176917106,2.01901,-4.0129991693676,-1.10448188270738e-06,-1.45242990093226e-05,3.664603343001e-15,1.20390003562322e-08,2.44763748382027e-08,3,14,-371.836669144317,-1237.15573742073,-616.438626455404,264.405791828563,-3.328251491682e-09,4.96927403040434e-09,11.6389989023795,14]\n",
      "%%[556,5.47783944747126,106.915894922272,2.01901,-4.01303535668194,1.19953278602813e-05,3.64322635353076e-06,1.2862974574368e-14,1.24994907835306e-07,2.38635713642807e-07,3,14,-452.253817834604,-443.689163130426,-709.129669552179,277.604800789311,-1.21317893621645e-09,-5.21124972601567e-10,11.6391292454062,14]\n",
      "%%[557,6.64348917062387,106.091583596859,8.87249875473851e-16,-4.01297820907612,1.06028765434075e-05,1.83884048644833e-05,-1.16018306073329e-14,3.01659320297725e-08,3.15585246735771e-08,3,14,-217.939576224451,-1913.87159674044,-471.700018709601,273.581594316439,8.4491728891134e-10,7.78213292418339e-10,11.6389235740397,14]\n",
      "%%[558,6.64357235111816,108.564224147457,2.80544450777717e-16,-4.01298358506489,-9.10147606195816e-06,-4.70434218857174e-05,-2.37310171513627e-15,2.43944886016267e-07,2.45746229592985e-07,3,14,28.4546513546147,-2689.22013167465,-233.734751538112,283.614246140961,3.68539580623828e-09,-1.55642658483668e-09,11.6388824027549,14]\n",
      "%%[559,0.815161187784715,107.740012241134,2.01901,-4.01290745737308,-8.00211606427625e-06,-2.71146911305364e-05,1.20736753927986e-15,4.27360895170291e-08,2.75520324473476e-07,3,14,-385.811894739106,-2362.86107011676,-644.940503672121,280.263312286212,2.43469587199452e-09,-3.6909544726127e-09,11.638734670958,14]\n",
      "%%[560,1.98072985102588,104.44317631443,2.70571793113571e-16,-4.01299936137979,6.57691827449236e-06,-2.34274549653496e-06,-4.44089209850063e-15,1.18929267426283e-08,2.37310214518908e-08,3,14,-368.22920538695,-1227.47493068717,-614.292063373582,265.885420416495,1.80100790531101e-09,-4.16378853108652e-09,11.6390019147618,14]\n",
      "%%[561,1.98081036640673,106.915896114227,7.40552449015875e-16,-4.01303519272325,-6.28250532486163e-06,-2.11531484475558e-05,-8.85402862138562e-15,1.25946946667478e-07,2.43254551817091e-07,3,14,-455.924988585062,-451.824975713471,-712.013570454659,276.487593078547,-1.20067193687401e-09,1.18642785428957e-09,11.6391263867539,14]\n",
      "%%[562,3.1464598770287,106.091584591834,2.01901,-4.01297801864696,-4.14635542513031e-06,-2.04415349350673e-06,1.11993747609063e-14,2.95304565455931e-08,3.05926184110371e-08,3,14,-222.319750213403,-1923.23720654922,-474.13462630377,272.442921624289,9.78325281897341e-10,-1.17079410511152e-10,11.6389204241868,14]\n",
      "%%[563,3.14654117827993,108.564222673953,2.01901,-4.01298361159809,1.38755965356369e-05,-1.75322580419537e-05,8.03523914072457e-15,2.46830849439269e-07,2.48139837814565e-07,3,14,29.8751780900489,-2686.42774270348,-233.845030029675,284.121833205904,2.20123188426902e-09,-2.72444135676099e-09,11.6388831896768,14]\n",
      "%%[564,4.31219012192264,107.740011040832,6.66574381891615e-16,-4.01290754834085,1.35221321479325e-05,-1.41701439696932e-06,-1.28024458741388e-14,4.25084581469914e-08,2.80794336667572e-07,3,14,-383.178303552278,-2357.59924259019,-643.216087807155,281.276304418992,-1.08880154137768e-09,1.12297334514238e-09,11.6387365275803,14]\n",
      "%%[565,0.815244262499556,110.212528062325,2.01901,-4.01270022225299,1.31689499684451e-05,-1.04685729176782e-05,3.33066907387547e-16,8.84736672278291e-07,4.2023170709144e-06,3,14,-410.143686522673,-5206.36281199348,-676.443674619261,288.559738124133,-4.7248664182542e-10,-4.8916264094867e-10,11.638091217342,14]\n",
      "%%[566,4.3122754418483,110.21252944466,1.34343802341261e-16,-4.0127003226669,-1.02054906734135e-05,-3.68578016063496e-05,-2.76167779858936e-15,8.83879406415375e-07,4.17849962683935e-06,3,14,-408.549832175637,-5201.04417262957,-675.728946254735,289.141801426154,-1.08950598933854e-09,1.37396691736243e-09,11.6380927143645,14]\n",
      "%%[567,5.47792379558925,109.38872016068,2.01901,-4.01315224916926,-9.93411039473813e-06,-5.70201988835811e-05,5.53376788836601e-15,1.53289604216319e-06,2.6924997405009e-06,3,14,-846.764622644605,2140.11530949003,-1112.55223793018,286.996696209344,-2.47360653661544e-10,-2.05948589172139e-09,11.6395062817869,14]\n",
      "%%[568,5.47800824791601,111.861883289059,2.01901,-4.01350892672194,9.09706490779746e-06,-4.5228989865297e-05,5.23496176962901e-15,1.83474438209195e-05,2.90730522852766e-05,3,14,-2264.94123839915,10903.0156269838,-2533.10231832854,291.208561328191,2.47360653661544e-10,3.00775963353204e-10,11.6407437255004,14]\n",
      "%%[569,6.64365617277504,111.036806716684,8.24572660234732e-17,-4.01305305692759,1.10788156625977e-05,-2.285323415889e-05,-3.05311331771918e-15,1.91589627596195e-06,2.22467822149558e-06,3,14,811.878825474967,-4436.37548390533,543.41129848292,289.130701268171,1.67871724507385e-09,-1.77877323981335e-09,11.638918282407,14]\n",
      "%%[570,6.64374291133892,113.509346896927,3.41839981558625e-16,-4.01345648916681,-1.78885499831994e-06,-4.86034573290994e-05,-7.7715611723761e-15,1.26846552026891e-05,2.44055291774613e-05,3,14,3301.346992398,-7040.30795533079,3031.36088764498,293.448708520814,-1.46748792284601e-09,3.77989313460336e-10,11.6396907867149,14]\n",
      "%%[571,0.815331067964929,112.684573143563,2.01901,-4.0119403594887,-6.36305169307572e-06,-5.24462963587269e-05,8.07687250414801e-15,1.62197676972728e-05,6.02210797239467e-05,3,14,-64.0293675250363,-16337.7016166861,-334.362043177188,293.197372302577,-4.8916264094867e-10,1.40078392635301e-09,11.6357745129044,14]\n",
      "%%[572,0.815417441431165,115.154833930055,2.01901,-4.0091556731772,-1.88493462510708e-06,-2.26766916242294e-05,1.70141678523805e-14,0.000270186661939813,0.000836082425338144,3,14,2555.77121269716,-58831.8018532799,2288.33812700803,293.478265065473,6.00335968437005e-10,2.57922119772935e-09,11.6274917662184,14]\n",
      "%%[573,1.98089263986787,109.388718581738,2.07725889422687e-16,-4.01315226451966,1.32159218974581e-05,-2.61361532395976e-05,-1.24206200879939e-15,1.52758311285286e-06,2.67231183496043e-06,3,14,-846.936141179681,2139.98174432538,-1112.07660935451,287.142435826815,-1.73430390881801e-09,5.97035510277195e-10,11.63950631729,14]\n",
      "%%[574,1.9809791175956,111.861884450867,1.24484365181875e-16,-4.01350906168537,-7.5565163246416e-06,-6.76217821384689e-05,-3.1641356201817e-15,1.83631971282201e-05,2.91218067985368e-05,3,14,-2260.55505423424,10915.0681856231,-2531.64174382085,293.099161392468,2.15676255327368e-09,-2.31171037846055e-09,11.6407471773895,14]\n",
      "%%[575,3.14662720874785,111.036808057478,2.01901,-4.01305324820847,-9.34571078846369e-06,-4.87304175510852e-05,1.80411241501588e-16,1.90751343790507e-06,2.22280186151036e-06,3,14,814.659412868338,-4427.56586934891,546.354703989548,290.863956318882,2.22346654976668e-11,-3.82158313241149e-12,11.638921105569,14]\n",
      "%%[576,3.14671261399736,113.509346529238,2.01901,-4.01345607507338,3.05778728586226e-06,-4.20278598782518e-05,8.2572837456496e-15,1.26922747566148e-05,2.44047615082676e-05,3,14,3293.60725683869,-7059.50963535205,3023.68316564789,289.629542906631,-2.35687454275268e-09,4.91108174179716e-09,11.6396840486999,14]\n",
      "%%[577,4.3123603421777,112.684572666055,3.69225106633074e-17,-4.0119399537353,7.08952758399282e-06,-4.36071979855418e-05,-3.89964779195534e-15,1.62214443709942e-05,6.02553170421745e-05,3,14,-70.7045536939606,-16357.6271736801,-338.129472576205,290.873209311613,-1.71210877026383e-09,-3.51599616538219e-10,11.6357685937063,14]\n",
      "%%[578,4.31244705985916,115.15483268459,8.30590014451835e-16,-4.00915630315376,6.01553720582047e-06,2.70264134503767e-06,-1.58692470460005e-14,0.00027023228149893,0.000836354832308364,3,14,2565.61122515819,-58803.0939263368,2293.94763942643,296.298124732397,1.84546487237752e-09,-2.35907824932921e-09,11.6275002288022,14]\n",
      "%%[579,5.47809502519235,114.336168918168,2.01901,-4.01453903987783,2.89441273806923e-06,-3.60588453723748e-05,9.44903877364567e-15,0.00021262884937551,0.000305406260559638,3,14,-7412.3486039065,40014.2153707807,-7688.31404348513,298.505056634883,-1.2645966001798e-09,2.56358744855131e-09,11.6447035143438,14]\n",
      "%%[580,5.47818388768329,116.814056185993,2.01901,-4.01723436317358,-1.22492316245448e-05,-2.7583741144796e-05,1.65379862582249e-14,0.00238010846898094,0.00310221934037238,3,14,-26426.2101839601,133424.591988729,-26705.2298937746,311.989469967027,1.85520490246158e-09,-1.23819293490132e-09,11.65751309814,14]\n",
      "%%[581,6.64383026941059,115.982204230465,1.02153737289458e-15,-4.01532585184667,-8.01789614373466e-06,-3.59405112325684e-05,-1.77774461818103e-14,6.75377878132439e-05,0.000349249831874976,3,14,10972.7457312135,-4664.33911480166,10694.8449752384,291.700064654223,-6.67039964930005e-10,-0,11.644453410426,14]\n",
      "%%[582,6.64391806944708,118.457764072558,8.46567371578212e-16,-4.02228545749559,2.19548276922804e-05,2.26194607273328e-05,-1.33226762955019e-14,0.000299632449967468,0.00572864045308426,3,14,37263.68984846,46011.1428122292,36978.4364462574,291.391842757316,-1.41745992547626e-09,2.97944517668736e-09,11.6659678343473,14]\n",
      "%%[583,0.81550509367208,117.618548069957,2.01901,-3.99860075444377,1.53595267705919e-05,1.35697656671319e-05,1.75692793646931e-14,0.00416147709810052,0.0112642517183456,3,14,17384.2255478292,-216449.413589391,17114.8513501733,299.088596733201,1.95109189742027e-09,-2.75709852171069e-09,11.598598597913,14]\n",
      "%%[584,0.815597874683391,120.0589336011,2.01901,-3.94453970820035,-1.41226095802527e-05,8.04492770181339e-06,8.04911692853238e-15,0.0581999943737381,0.149128062932044,3,14,87765.0649837351,-805153.119486459,87540.7072295164,282.713342218035,1.60089591583201e-09,-1.11173327488334e-10,11.5020929267118,14]\n",
      "%%[585,1.98106515957859,114.336168874307,5.69707835769642e-16,-4.01453885370019,-7.03924705983128e-07,-3.59261985423964e-05,-1.46063716677247e-14,0.000212610949068491,0.000305390688144354,3,14,-7421.36491283242,39995.3557013373,-7690.79036545026,295.677870518569,4.44693309953337e-10,-2.24048996553834e-09,11.6446976383655,14]\n",
      "%%[586,1.98115242325435,116.814055036052,7.18085092845952e-16,-4.01723428891197,1.68733970502821e-05,-3.92241469152066e-06,-1.95052307638832e-14,0.00238004952263247,0.00310185427971214,3,14,-26418.3924427284,133437.792770667,-26707.932818232,313.019811657722,2.42357853924569e-09,4.52683892866561e-10,11.6575166419223,14]\n",
      "%%[587,3.14679930374434,115.982203280434,2.01901,-4.01532633704383,1.21459659696704e-05,-1.6221492055436e-05,1.77774461818103e-14,6.75850282560113e-05,0.000349124746265265,3,14,10980.5946120209,-4645.81688822534,10706.060224689,296.501154795915,-3.11285316967336e-10,-4.54073559460165e-10,11.6444608112721,14]\n",
      "%%[588,3.14689012912001,118.457765793872,2.01901,-4.02228500449597,-1.83037586968804e-05,-1.25875403327084e-05,7.17481629664007e-15,0.000299410056031983,0.00572976899183957,3,14,37260.2689752809,46006.0758640469,36964.8507695157,287.727103390034,-1.13396794038101e-09,-9.26560201285585e-10,11.6659629174783,14]\n",
      "%%[589,4.31253635074614,117.618551307492,2.52242730175616e-16,-3.99860011737579,-1.04004516799224e-05,-5.07841294960038e-05,-9.74166170319357e-15,0.00416089318951177,0.0112615297817571,3,14,17376.8920712486,-216475.560177828,17110.401842087,297.350895124906,-2.00315686289329e-09,2.81581610166481e-09,11.5985920026091,14]\n",
      "%%[590,4.31262642915461,120.058929200851,3.11081826172901e-17,-3.94453970519441,1.47831743873002e-05,9.47804703357055e-05,-4.10067940859084e-15,0.058203816025805,0.149142031196863,3,14,87763.0091193832,-805146.976176389,87540.6157290341,283.019117774253,-2.44658599351235e-09,2.0877086861206e-09,11.5020915263126,14]\n",
      "%%[591,5.47827363994668,119.303549065191,2.01901,-4.02164222523418,2.41556493764112e-05,4.89096357383732e-05,7.64796212471275e-15,0.0262119158553925,0.0315497952887599,3,14,-101437.196620776,427495.898829708,-101754.309189463,342.663044223357,4.86383307761462e-10,-1.41659138385526e-09,11.704548700241,14]\n",
      "%%[592,5.47837467715699,121.834199058226,2.01901,-3.86517527512509,-2.02647636786124e-05,5.39000371006237e-05,5.72285274724749e-15,5.72054163780192,1.19754630450142,5,14,-70361.3060950721,1528456.97400472,-70329.7678032153,604.07709854948,-1.83158057037031e-09,1.37681217761334e-09,12.7730892436569,16]\n",
      "%%[593,6.64401238429078,120.94636668825,2.15579342077297e-16,-4.03335387659709,-1.98976288598232e-05,2.2495400416038e-05,-3.56659146660832e-15,0.0212292526043921,0.104499600863168,3,14,125692.117141179,196506.170563026,125301.087365262,269.315742751239,-5.55866637441671e-10,2.22346654976668e-10,11.8655261000797,14]\n",
      "%%[594,6.64418225130976,123.580670274336,-2.60736675914111e-16,-4.01720818231412,3.38186085162284e-06,5.63173287976559e-05,-1.17961196366423e-15,16.305611433862,2.07713802573337,5,14,1919024.95469487,1908630.88719341,1919021.96860798,607.772651261045,1.05614661113917e-09,1.11173327488334e-10,13.8980453668873,14]\n",
      "%%[595,0.815667723531938,122.422578977325,2.01901,-3.62244681628062,4.4248315883566e-06,4.86931708816394e-05,7.54951656745106e-15,0.975961208661792,7.09668845463132,5,11,-367381.674939632,-2252971.63054466,-367459.558561905,-3.04457413820385,6.27017567034205e-09,-4.00223978958003e-09,11.7626128563886,12]\n",
      "%%[596,1.9812459798756,119.303550660898,2.04932804759002e-16,-4.02164258179305,-2.19372336660167e-05,1.65042526946227e-05,-7.11236625150491e-15,0.0262120990650608,0.0315511745123673,3,14,-101439.965783735,427500.843622292,-101741.663850286,346.811847633587,1.60089591583201e-09,1.50014508779571e-09,11.7045509016858,14]\n",
      "%%[597,1.9813425663619,121.834198041586,7.35336564073761e-16,-3.86517528952273,2.11085697578994e-05,7.31888811472958e-05,-1.34926791961476e-14,5.72056647953796,1.19755236417304,5,14,-70366.2874997952,1528435.16114076,-70352.4939072843,591.487189775391,4.71374908550537e-09,-5.52392470957661e-10,12.7730814035622,16]\n",
      "%%[598,3.14698032756263,120.946365324925,2.01901,-4.03335433543986,2.03554409429624e-05,4.8202497820163e-05,3.5527136788005e-15,0.0212305358881662,0.104496492773919,3,14,125687.72410168,196488.264532286,125313.797528221,269.190518455432,-3.17955716616636e-09,2.41246120649685e-09,11.8655259842931,14]\n",
      "%%[599,3.14715263007502,123.580670218554,2.01901,-4.01720728217251,-2.94466828511253e-06,5.49871337672486e-05,1.39471767468535e-15,16.3056167320483,2.07714618271584,5,14,1919036.36050962,1908640.49929885,1919023.04525333,610.085397377681,-1.51195725384135e-09,-7.16720545651355e-10,13.8980514790775,14]\n",
      "%%[600,4.3126981954565,122.422582379125,1.14205501464383e-16,-3.62244818919709,-4.83259524240373e-06,-1.56438447631229e-05,-3.56673502588993e-15,0.975940324593985,7.09660466357571,5,11,-367351.193250723,-2252949.10659135,-367438.043116839,-0.871476400432132,-2.84550097474679e-09,1.74522114672702e-09,11.7626249856855,12]\n",
      "%%natoms,perx,pery,perz = 600,6.99406,247.988006,4.03802\n",
      "All done\n",
      "Total wall time: 0:00:01\n",
      "--- 2.27040696144104 seconds ---\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "start_time = time.time()\n",
    "!\"C:/Program Files/LAMMPS 64-bit 24Jan2020/bin/lmp_serial\" < in.gb_metrics.txt\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Step 4: Post-Processing the Simulation \n",
    "\n",
    "So, now what?  In a similar way to [Tutorial 2](LAMMPS-Tutorials-02.ipynb), you can use the MATLAB script to mine the data from the log file, or you can do it in Python within this Jupyter Notebook.\n",
    "\n",
    "### Extract per-atom metrics using Python:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- 0.17200040817260742 seconds ---\n"
     ]
    }
   ],
   "source": [
    "import glob, os\n",
    "import time\n",
    "\n",
    "start_time = time.time()\n",
    "target = \"%%\"\n",
    "data = []\n",
    "for file in glob.glob(\"log.gb_metrics.txt\"):\n",
    "    with open(file) as f:\n",
    "        for line in f:\n",
    "            if target in line and \"print\" not in line and \"$\" not in line:\n",
    "                if \"[\" in line:\n",
    "#                    print(line.replace(\"%%\",\"data.append(\")+\")\")\n",
    "                    exec(line.replace(\"%%\",\"data.append(\")+\")\")\n",
    "                else:\n",
    "#                    print(line.replace(\"%%\",\"\"))\n",
    "                    exec(line.replace(\"%%\",\"\"))\n",
    "\n",
    "print(\"--- %s seconds ---\" % (time.time() - start_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just to test it, did it automatically extract the variables at the very end of the script? That is, natoms, perx, pery, perz (number of atoms, periodic distances of the simulation cell in x/y/z, respectively)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "natoms: 600\n",
      "perx: 6.99406\n",
      "pery: 247.988006\n",
      "perz: 4.03802\n"
     ]
    }
   ],
   "source": [
    "# Just a test\n",
    "print(\"natoms:\", natoms)\n",
    "print(\"perx:\",perx)\n",
    "print(\"pery:\",pery)\n",
    "print(\"perz:\",perz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK. So now let's tackle the huge amount of data. When the above script mined the log file line-by-line, it stored the data for each atom within a list variable `data` using the `data.append` Python command.  It turns out that this is much faster than storing it directly into an array, but it is easy to convert using numpy!  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data_xyz: [[ 5.47909335e+00 -1.10215325e+02  2.01901000e+00]\n",
      " [ 5.47891999e+00 -1.15162767e+02  2.01901000e+00]\n",
      " [ 4.31330268e+00 -1.13511171e+02  6.27652411e-16]\n",
      " ...\n",
      " [ 3.14698033e+00  1.20946365e+02  2.01901000e+00]\n",
      " [ 3.14715263e+00  1.23580670e+02  2.01901000e+00]\n",
      " [ 4.31269820e+00  1.22422582e+02  1.14205501e-16]]\n",
      "Data shape: (600, 20)\n"
     ]
    }
   ],
   "source": [
    "# Fastest to import data to list, but now convert it to an array using numpy\n",
    "import numpy as np\n",
    "data1 = np.asarray(data)\n",
    "print(\"Data_xyz:\",data1[:,1:4])\n",
    "print(\"Data shape:\",data1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5: Visualization\n",
    "\n",
    "OK. So now that we have the data, we can use it for any number of things.  Like just plotting the atomic coordinates, colored by the in-plane coordinate (z-direction).  I'll use the 'hot' colormap to give the classic black and white grain boundary structure look for atoms that sit on different $\\{110\\}$ planes.  I added a second set of atoms in the x-direction to extend the simulation cell (replicate atoms because of the periodic boundary) and only chose those atoms within 5 Angstroms of the grain boundary. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QSLmuZWVlXFxc7HO5XDNqdD5NAGy3ApF0OnjH4dnFhXq3gVbfRwnwpVNXzQkFASwD4Khm0+bxeL645JJLAsFgMOW23bZtGzdv3txvt9vHZ6MNiOiqgoIC/7p161KuayKR4IcffjiqRcqdWK0NCMBz6Tp6RcyO/ABmVX++9CoQqiC+dJ2RXTy3XgA9svGZ6VWKiz3MfFFKxXBEDcgRAVBUVd01Y8aMtJxQFS+//HJCVdVdAJQs1NnmdrvfbtWqVdKjdmbmzz77jJs2bep3uVyTq49Ytc7nSwsQzmRkqTkjH4BTs9AGBODBVEftToBJ1PFzAGp1m4qiPHneeef5I5FI0m1akx07dnBBQYEfwDl6twGzcEaKoviffPLJWDye3Erdnj17ePDgwX6Xy7WllqXZEek6+OrOSGvjW7PRBgDOAlBmAULJ1lsB2CKCEw4A6JmNeupZhCMalFIxHFEDckQul+tfv//971OfWtTC5ZdfHlBV9bmsNKDYx7jK6XRWDhkyxLdw4UKurQMNBoM8f/58HjhwoFdRlH21LZ8BGJlp51NVrOJg6FfZGA1rde8PYPex9jEcYhbk1xzljTXrB+BMj8cT+Pnnn9N/ADQWLFjA2nLtrxydjm3Q3u12r27durV38uTJiYMHDx5Rp0QiwevXr+cxY8aEFEUJOp3OxwDYa9g5EUCljP03Jw4t052WpTZoAuA9AH4rEDva0rLz8DPqBzAXQGE26qd3KS52M/N5KRXDEXHDSBVORCc6nc7tO3fudDRp0iRje/v370fLli1DwWCwNTPvlVDFY0JEbiL6o8fjuTMQCJzatm3bwMknn0wAeMeOHbRjxw5FVdVN5eXlTwCYyzUi5LTw270OoEiGiCQDCAI+Bi5m5kUSTB4TLVrrMgB3AehGQJBEVYgBZpEA738AngHwCjMfrGmjoKBgyaRJk/r/+c9/llKniy66KPDJJ59MjMfjz0kxeAy0UPLz8vPz7/L7/ecUFRVFTz/99LjNZqODBw/ypk2bHETkTSQS04PB4GRm3lmLjSctwM12QEr0WwSIR4E3mPlPMuwlAxH1AHAHgMsBkAmIkvYcJMR9xQG8BeApZs6Vg9zHpKTEzStXphbASrS40acKbxCOyOFw3D98+PCJL7/8sjSNrZEjR4beeOONR8Ph8AOybCaLliysG0TQQdUG7LqazqfGNb8j4DVFor5WFOAI8CEzXyzLZrJoTqkzgBYQxwQOAFjLzBV1XNPG5XL9d9++fQ6HQ86jsGjRIlx66aU/VVZWnspZftg1der2ECmwrRB7IGuZ+Zc6rnEA2OcEXLLi0BMAgmL56yRmLpdkNik0x3wqgDMgkh8GIdQzdmb788gGJSUuXrmyW0rXEC1t9I6oQWjNKYoyfOTIkVKFHkeNGuV47733hgPIuiNiZh+Ar1O87CqrZJFHC0AR4HwisjBzVg8ssDgVv0oryXLJsGHDIMsJAcCAAQNgtVoLAbQD8L00w0nA4rzVJq0kS18CEjIPQ5lEiSSA30LMQrKG5mx+1EojwNCaS4d6P9BKRDav19u6uLhYqt2ePXvC6/W2zvLhvkzoI/vDIFHCADpINq0LBQUFA/v16yd1QEJE6NWrVwKA3AdMP0rMYuYgFS1tR66k2MhxjAOtqVLvjghAq6KiorCiSM01B1VVUVRUFIZYFsgFmuvxYZjEEE1eOlkdIaIzzjjjDOl2S0pKXMiRNgDQwyRpb6g6JvFdz6UU5DmKoayQDg1hac5ut9v10NCEZteuh22ZaOvoen0WhBxoAwBIJBI2mctyVTidTrJarU7phvVBz3rmSp6jHMZYmkuHhuCI/H6/X3a24SrDZojDnQ0aZmYiikCHkTCLvWq/bLt6YDKZAl6vV7rdioqKeCwWk66YrhOVOtqW37gGNTAcUTo0hKW5HZWVlRaZatYAcPDgQXi9XguOsUlKRC5NvbgrEbWsDyVnjW06pVawAvhvXa8hIrum5tyNiNpq0V5ZJxaLrV63Tn4k77Jly/zMvL6u1xCRWbv3blpb1NcsckVCh8SDCdE71pleggQtte9CJy360yAljKW5dKh3R8TMcbfb/d2yZcuk2l22bBlcLtcmZj6ifyeijkQ0lYh2AThIwDcELIGIbvIS0Vf1oGL8VfxQKhY5VDO2rebfiOhkh8PxUEFBwVar1eo96aSTvm3VqtXiE044YY3NZvMXFhauNZvNtxCRR2ad6qKysnLJl19+KXUGG4vFsGrVKhuAlTX/RkR5RDSWiNZBzJxXE7CYgG8hnoMtRPRAltNtrIzrkKU2Lu7v25q/1wYhVxcVFS212+2+/Pz8Ta1atVpyyimnfGO1Wg/m5+f/5HK5phBRTgS8NAyMfEQpU98napkZJpPp5osvvvhIWeUMGDJkiI+Ibqr+PgBOAvAxgIAViNamaO3Er1SMDwL4fTbaAEB/ArwyVBVqqCu8XON9VJfLNdXpdAZvuOGG4Ndff801tfLKysr4o48+4ksuucTncDgCNpvtTgDmLLRBU6fTGaxNkSBd3nnnHc7Pz19b433MACZAKJv7alOCqFKBsIhzL0EAk5Ed2SgzgF9kqCrUUFeoRDU9P+29/uB0Osv69u1bOWfOHN67d++v2i4SifDq1at54sSJkby8vIDH4/kAQDO92yCXS3GxlZmbp1RgKCs0DEcEwONwOPxbtmxhGXz//ffscDj8ANzV3uNCAJWpiIk6ACaxv/IWasiw6NAGBGBbpgrG1TtSiFFw12rv0VlV1T1XXnll4MCBA0m15ZYtW7ikpMTn8XhKAZygZxswMzwez7sPPvjgr3N+pEk8HueePXt6AQyv1gbNAKxJVdlcUwjfjewI6t5jBgKyHJGm5fbPavYdHo/n3ZYtW/qXLl2aVFsGg0G+++67w4qiVAAYrHcb5GopLrYwc7OUiuGIGogjYmbYbLZxJSUlvmQFI49GPB7n4uJin81mu+PQTQKXQMvpk06HrnVCXwKw6fphiAOHGaVVqNb5BAHMqma7q6IoFa+99lrKorLxeJwnTJgQdrlc2wE00bkNWjudTv+mTZtSreYR/Otf/4q73e71VbM5CKWLHekqm9vEamc5dE41AkAF8D8ZgxJNAPcgNC03AHa3273ksssuC6SjGr9kyRJ2u91+ABfp2Qa5WoqLzcxclFIxHFEDckQAzB6Pp3TChAnpSy4z84QJE8Jut7sUmqo1hMSKP5OlDs0Z+VEjZ45O7fCKGQhk4oy0vC77AORrNj2KovzyxhtvZKRsPn78+LDH4/kGOgupWq3WW9q1a+dLNh9VbSxfvpwVRfED6MCiDUwAvrUCkUw69mzlzAEwAEAg2VlbbaWa4OmlVXZdLteLF154YSAajabdtsuWLWOn0+kH0FbPNsjFUlxsYmY1pWI4ogbkiJgZAE5wuVw/jh8/PpzqFyUajfL48eOrRu0naPbMANbYgHimI8tqS139dW4DO4BF6Tgj5fCovQJA5yqbLpdr5rXXXpt6Yp9a2rhLly4+i8Xyq703HdqAXC7X5DPOOMO3e/fulOv5n//8h10uVwBC8LXK5liTJGVzbYb8kp5toNX5hnRn8lqaDT+Au6vZO6ewsNAvYw9u0qRJMY/HsxJZSLyXS6W4mJjZnlIxHFEDc0TMwhl5PJ5lXbt29SWb9XL9+vXcpUsXnzZaP7R0BOAymQEAWvKuNVloAzuAN0ibySVTfycOzdp+rL6PAaCty+UKlpeXJ9WWx2LdunWsJR/Ufc9MUZT7XS5XYMaMGYlklmwrKyv55ptvDimKUgbgt9VsOQF4M5ld1DIoCQJorWcbaHW/GoDPCkSTeQ60wUhV6vjR1W3l5eWtnz17doqfeO3EYjFu3769F8AlerdBLpXiYjCzOaViOKIG6IiYxTKKxWIZ43Q6K/v371/5xhtv8A8//MCJhFhZSiQS/MMPP/Abb7zB/fr18zqdzkqLxXJTzSUjAEtlbf5X64D8qBYAoHM7DAHwPwIqbZqzqd4ZVUX4aQ4oCODxmg5CVdVnx40bl34+81ro27evF8CILLVBD4/Hs+HEE0/0PfLII/EVK1ZwKBQ6VJeDBw/ywoUL+cYbbwwpihL0eDxzABTVsHGtCfDKeg5UgC1Cw++fet13jfq3ALAQQNAKRGoOTqoi/LQoyQCApTWXzQD0bNKkiT8WkxIHwszMM2bM4Pz8/MXZaINcKcXFYE6kVo4HR6QtfffQ+qzzkGJ0Zb3fwDFuzgHgj4WFhZ+rqnrAZrNFXS5X0GazRVVVPVBYWPg5gD+iRliqdm0egLDMcGj18Jf9oSx/wBcCmAdgD8T7ByE6Qh+AbwDcDm0/qGZxuVz7NmzYwDJ57bXXuKCgYGEW24AAnOV2u2fm5+dvt1gsUVVVg06nM2S1WkOFhYVrHQ7HPwCccpTrv5Q5IKkaBADYm6020O6jHYCnIM67RXA4tDwCoSw+pfqSbPVis9kemThxojwvxMyBQICtVmsE1aJTG3spLgZzLLWSy44IQBsAL0KcVfwEwOsQUcbrACwDMDKZ5duGIPFzVJg5BHFjrwMi+VwkEnECCIbD4WPJlfQ0icRsUg+lmoQs0kCZNuuCxYHcj7QCIlIglJSjAMpZexpqg4iaOBwOT4cOcs8i9u7dG5FIpIdUo3Wg3eNyrYCI7LFYzANxGrDiwIEDxzoV2F0PZXMAhUSUz1nK8cPMWyCSzd2hJVLM06pSwcx1HoJ1u90D+/TpI1Uxw+l0ol27doGNGzd2hzgQbsBobGdU/w9iAHRjzb6IiJoCGA7gGgAz6zLSoB1RTZjZi+T1sjrqpGIM1GNaBWYOIHn9vI5t27YNmkwmqe3Qpk0bRCIRDxG5WOReyirMHIaICjwmRJQHQJGt26Sl2Agw0BFiVppVWOSXOpDs68PhcPvOnTtLr0fPnj2tGzduPAOGIxI0MkfEzFfX8bdfADydjJ16l/jRESdE1Jwe5EqOI4fLJV8ujIhgs9liyA01ZweAmB4CgnTYfoMnHo/bVVWVbtftdpuRI22QNRIpluMAIvoDEbm1n/9KRO8QUdJpR45nRxSEfmOTsE52ZRP0+eRPWBKJBCKRiAWijRs6QQAWPXJS82H7DR6z2Rz2++WLsFdWVsaRI22QFapmRI1Pau5vzOwlov4ABkMsxU1J9uLj2RFtjItNXKloA5jvZNvViU1bt251JhJyh10//PAD7HZ7BTM3+PQSzFwJwC/bEbEoClJLA15v2O32zevX1ylAnharVq2KAdgo3XAu0whnRDjsUocAmMLM7yGFlaPj2RGtYkCR3QHFxRmNRZLN6gIzH7BYLBUbN8rtJ5YtWwar1bpKqlF9WS37+67ZO8DMFZJN60JlZeWXS5culTr+DgaD2Lp1qxPAGpl2c5rGOyPaTUQvABgG4EMtjUrS/uW4dUTaSPhbmdk+tEwjEQBzJJrVlUQi8cb06dOlzgwnT57sLSsrmyHTps7MiIpQd2nExPLsLJk29SQajc6dPn16OBaT943497//DVVVl9ZHwEqDpnE6omEQ4dsXaFGkhQDuSvZiqiP6N+choksJmOUEXDI2q2MAwsBqZj7qJhwRtQbQ1+l0nuVwOFoA4EAgsD0cDi8H8DUz75ZQlaQhojYul+u/P/30kyM/Pz9je2vXrkWfPn0qg8FgUy16rbb3bAqgP4AzAbSFCBrZC3Gu4Btm/j7jiqQAETkA/OIE3DJGXprWUwhAR2b+8Sjv6QbQ32w2l3g8ni5EZItGo2Ver3c5gBUAVtUVeq8H+fn566ZOndrlqquuythWPB5Hx44dfVu2bLmKmT+o7TVaPq8+AEoAFEMsZfoArILID/XNscLOc42SbsQrP0ntGjoJpcxcok+NsgcRFUAcvj4Ujc3MSa2cHO+OyARgpQ3oas0wgk7rfIIQ0jFLa3mvi/Lz8/8Wj8e7DRgwINavXz9X8+bNCQB+/PHHxFdffeX7+uuvbVar9euKiooHmXlxJvVJBbfb/fJll1121WuvvebMxE4sFkO3bt38mzdvvjMWi71Y8+9EVALgPgDnm4CIWQwATADAACcAf1x8Dlsgzh+8la3OmIjGEPC4E1AzHZSEgGAceJ2ZR9fyPqe5XK57Y7HY8M6dO0cHDBjgPOOMM6w2mw3l5eVYvtN94JsAACAASURBVHx54Isvvkj4fL4yn883KZFIvMDM0vcya4OIzi4oKPh469atSmFhYUa2Hn/88fg//vGPVZWVlb25RvJJIioEMB7AGALIDNhNgJ0gvkcJIBQHIloa+38BeCJbZ7H0pqQb8coPU7uGTsl9R0REDwG4DsAPOBTHA2bm85IyUN8nc7Nw8rctAF+m6tsmIaPzbC32T3C73QtatGjhe/31138lP1MTn8/HU6dOTTRp0sTvcrlmAvBkqQ3ciqLsTScFRBWJRIJvv/32sMfj+QpHSik5ATwDIGADEnWpWSiaLBGJkfEiAC2y1AYmAMusQDgTRQVNVPZ/ANSa9q1W622Kovjvvffe6K5du+psyy+//JIHDhzod7lcWwH0yEYbMDNUVZ0yaNAgfybq219//TUriuIDcFot7fw7AGUWIHQsbT9NHzEIcR7quEgrUdwFzDtSK8hhZYVqn/tmZJAmp95vIEuNdBEyy0fkB/A5AGsNu21VVf35tttuC6eS26W8vJyvueaaoMvl+gHAiVlqg06KopTPmDEjZWcUi8X4jjvuCGv1ranjlg9gbapq4YqQS4oAKAPQPUtt0ATAdmua0k/V8hF1rGHX4na73+ratatv8+bNSbdrIpHgV155JaGqqh/A77LUBja32/3lkCFDAn6/P+m6VvHFF1+wy+XyQ+wF1LR9P6WRckXLmeQHMDEbbaBnKe4C5u2plePEEb0NoGna19f3DWSxoQYBqLCk0AlVy9D675reHsCJqqr+MmXKlLQy+SUSCf7b3/4W0Tr3rGh1AThDVdVdQ4cO9e/bty+pen733XfcvXt3n8fj+bYWJ2QHsNoChNLV9LMf7tzbZKkNTgCwMo0MrX4AO6HlN6pe3G73rAEDBvjTSTTHzLxixYqqZHPnZakN7B6PZ84pp5ziX7JkSVJ1DAQCfPvtt4cVRSkH8JtabI4jwJ+uwnm1tBU3Z6MN9CrFncG8NbVynDiiEogMxp8AmF9Vkr6+vm8gy43VFMAC1KFiXKVobQIqAexHtaRi1eyQx+P57O67784oiV8ikeARI0YEXS7XK1lsA0VV1eecTmfw2muvDXz55Zfs9Xp/Va/9+/fzggUL+IILLvA6HA6/1Wq9FbUIFwJ41Cwho6yWtmA1tEyqWWgDE4Rmm98M+Ow4MtVGlaK1RcgpBbWlR2cttv5w6qmn+tKZXVTn008/ZUVR9uMo4rU6tcNQRVEO9OrVq3LWrFn8008/HVK4Z2YOhUK8YsUKHjduXNjtdgc8Hs97qCVdPICuyDCJX5Uz0mZGHfW432yU4s5g/j61cpw4og0AbgVwLoQW50AAA5O+vr5voJ4arR2A5yBy90QJqCTheIIQ/34J4Pc1l+KqXX9FmzZtfHXtByVLeXk5N2nSxA/g7Cy3QTObzXZfQUHBd1arNXLCCSd4TznllMqCggK/zWYLFhYWriSi0ThKJlIAnWR0PlWdvknsGY3Jchu4AdwIoFT77P3ac+CFWDbcBOCvR1tyAOBxOp0V33zzTcbPATPz9ddfH3S73TOy3AZWAFcUFBQscjqdlW63O9i8efPKE0880Wu1WqP5+fk/qqr6LI6SjRVC6WijDUhk+hxog5K4NijRNQuwXqW4E5g3pVaOE0e0KJPrj+uouWTQ1KxPgQg5LAfwPz5GoxQUFPx35syZnS699FIpdZg6dSpPnDjxs/Ly8sFSDKYIEVkBtIRYavMD+IlrRELVcs1MKzDcJkk4Nw4gJIIATjnWe+uBFmHZEiLEOAxgJx8jtNhsNo8dMmTII/Pnz1dl1GH//v1o0aJFKBQKncLMSQuayoKICMBJEPt+MYjnoE75HiIaQMAHso5IaBkH/SyW/5ZLMJlVSjoRr0zxlCF1Pi6i5p6E+N7MRzUJNDbCt/WBiLoUFRUt+/nnnxWzWY6mqs/nQ7NmzUKBQOA0Zv6fFKM6QkQqgH1OwCnrRLTWAXkZGMrMn0syqyt5eXnb582b1+rcc8+VZnPYsGGBt99++6/xePwpaUZ1hIjesQGXWQ9pwGZOBEhEgTlch7JzQ6WkE/HKf6d2DXU9LhzRF7X8mjnJ8O3jVllBRwYMGTKEZDkhAHC5XDjzzDMjEIf/coFiAiIyHx4CYBFh4FnL9ZQJRFQQDoebDxgwQKrdoUOHKvn5+RdJNaovA80SnRAAWES/dI5Mm1mjkUr8MPO5tZTkzhDBcEQpk5eXd3afPn0yOhhaG/3793fZbLYzZdvViZ5mHaT/s510MEN6dOzYMSBzQAIAxcXFWU06mAlEdAIkLcn9yq74p0jLJZV7NEJHRER5RPQkEa3Uyj9T+fwMR5QiVqu1RcuWLaXbbdWqlUlV1VbSDevDKST2k6SidUAnybarEye1bt1a+venZcuWCAaDudIBn0hASKekgyEAzSSb1h9NOqIRqm+/DBHkM0wrlQCS1qPMqQytDQFm1iPHWhW5MjDQs556tq9MdKunzs+YTPSuZ658H37NcTLLSZE2zPz7av9/gIiSVmXPzQ+6HonH47t375avW7p79+5EIBDYKd2wPuxmHZIDamEzP8u2qxM/79y5U/p4ds+ePXA6nZWy7erEzwzYdcr1ZAfwi2TT+tN4Z0RBLSkeAICI+iGFhImGI0qR8vLyJcuXLw/JtvvVV1/5NIXuXGBVXCydSCUhxpI5kesJwKoNGzZITzpYWloKu92+VqpRnWDmnwEE9XBEACqY+aBk09mhEe4RAfgLgH8R0Y9E9COA5yHO6CWF4YhS56sPPvggLrMDCgaDWLp0qQ3AN9KM6kupHiPhmFAxWCLZrC4w8wGbzfbLsmXLpNpdsGBBqKKi4iOpRvXl6/gh3yEHzV5OPAdH0Aij5rQzeKczczcIlY2uzNyDmdclayOnHJEWmXEiEWWeWCd9VgeDwT2fffaZNIOzZ8+G1Wpdzsy7jvVaInJpbVCkHUDMOiySDs6PSlxYiANgMcs6ZsMSkYOImhHRCUQkN2wtBfx+/9NPP/10QJa98vJyvPXWW4jH4zOP9VoishJRU60dkk7JrANPRyWmYmcAUXGo+mlJJrNPI1ua0w6g36L9XKn1DynRoB2R1uH8qaio6AtVVcvsdvs+j8ezzW63/6KqallRUdEXRPQnLfFZVmBmrqioeGjcuHF+Gdku/X4/7r33Xn95efn/1fZ3IjIT0cVENJ+IfoZQq94GITDoI6JviehOLSlVNnksCoRkdEAMICI6n8eZ+YgxIgn65OXlvZafn7/DYrF43W73dlVVd1qt1kBRUdF/nU7nw0QkP5yxDuLx+Iz3338/sXatnJW0v//97xGr1TpfW/I6AiI6nYieJaLNEO31I4DtEM/BViJ6gYi6SqlM8vyHgX2yBvYxgBnYBeArSSazSyOcEWl8RkTjiagFERVWlaSvrm+NoqPoFpmsVustDofDO2DAgMo333yTt2/ffkiQMZFI8Pbt2/nNN9/kAQMGVDocDq/Vah2LWoQ5daofeTyepQ899FD6SV00/vKXv4TcbvdbR3mfSwDsJaDSpolC1hRpteOQMnQQwFMAHFn8nJ6XJHqagNB1s9TyHsUej2fjySef7HvsscfipaWlHA6HD7VfeXk5/+c//+ExY8aEFEUJejyetwE0yVYbmM3mke3bt89Yd/Crr75iTdm6NlHRlgD+gzrEeh0AW4EoxLOwHED7LD4HZ0Ke6GkAWUoLokcpbgfmj1IrOD605rbXUrYlfX1930AtN9TU4/Es79atm2/Dhg2cDBs2bOBu3br53G73cmSQEyPFerZUFOXgrFmz0k429+STT8ZUVd0DoLCGbTuAf6eS28V52CHtANApS22gANhsBSIZpIFgiPMHnWrYJkVRHnC73YGZM2cm4vFjZ9vwer182223hbQOfVCW2oA8Hs/7F198cSASSU+MfePGjZyfnx8AcHEt9ocD8FmBaDJtrBwWDg0AuCkbbaDV80ECfOk+BwoOJUu8N1t11qMUtwXzB6mV48QRHTEATmVQXO83UKPiTVVV3XH33XeHY7EYp0IsFuO77747oqrqjiw6oy6KopQ98MAD0VQyXgYCAR47dmxYVdX/AWhVw6YdwOJUE83VmF1UQGwYZqMNmgHYYgaCqSbG0zpML4C+NWySqqpTOnXq5NuzZ0/S7VrFokWL2O12B1BLCg+d2sDudrsX9uvXz//TTz+lVNd58+axx+Pxm83ma2qxeyPSzPFTLb9PVjp2iDNFz6abGE+r6+PIUdXtqlLcFszzUyvHiSNalczvjnp9fd9AtUqb3W736okTJ2aU4+eee+6JuN3ubOa2aenxeL7q2LGj7/333+e6HGgkEuE5c+ZwixYtfG63e8FRlmFeSdcJVZtlJADsQ5Zy2wDwAHgdgN+GI3P71HRADhxK+7AWItrmV/asVuvY9u3b+8rLy1P+/KtYsWIFK4riB3BGltrA6nQ6H1BVNTBp0qT4wYMH66zfmjVr+PLLLw9oM+IBtdgbmOlyV7X8PpdlqQ0IwLUAvBYgkkyqcItIt1EJYHg26qh3KW4D5nmplVx2RABOBFAMsbTeA0BPrZwD4Ltk7TQY9W273T6uW7duDyxbtkw1mdKPoUgkEujdu7d/7dq194fD4X9KrOJR0aLXhufl5f3NbrefMnjwYFOfPn2cJ598MgBg586dWLp0aeDjjz8mAN+Vl5f/nZnn12LntwDeUwAl03C4MBCKAfM4iwrGRPQbAA9AaNHFzdV0yLRzfqE4EGORcPARANO5RnACEZ3mdDrXr169Wjn99NMzqs+UKVMSEyZM2OT1erszc+aRJUlARF08Hs+DkUjkwgEDBkTOPvtsV8eOHclms6GsrAylpaXRhQsXBnfs2BGLRqPPRiKRJ5jZX8OGCmCrHTgxU+kTLb1GOUQ+oaykliCi5gDuBzDCBMTMgGoCDkU3JoB4HPAnhLLLTAAPMvPebNRNb0raEq98PLVr6Pe5q75NRNcCuA4iQ+sKHFbb8AJ4hZnfScpOQ3BERORxOBx7169f72zbtm3G9rZu3YouXboEQ6HQiZxGKGEmEFF3AP3y8vL6WyyW5gASkUhkp9fr/QrAYmb+7ijXEYAf7EBrGbpL2q5vAEAfTiGeXwZEdBrEiKgvgDYQndAvEGdDvgGwgo/y4OXl5b171113XfLXv/4147BsZkavXr18paWlNzHz65naSwUiagrgNw6H4yxVVbsCsCYSifKKiopvEonEcohEYrU6RyK6xwz8zSHUyDMmDIRjwBRmvkOGvWQhIheA3wLoBdFRKRDP5AqtLKzphHOdkjbEKx9N7RoalruOqAoi+j0zv5329Q3BEZlMpjFDhgx5fMGCBaosm5dccon/gw8+uDuRSEyWZVNPiKg/AR/JSjAGABEgFgVeZ+aRkkzqChE1dTqdO3bv3u0oKJATjT5v3jyMHDlyfVlZWbbDmtNCOxf1PwdwgqwDUgmIXE8Qe6fSFTEMDlPShnjlw6ldQ1cdF47oNgiRUy+AaRDLcxOZ+dNkrm8Q54jy8/NH33TTTdKcEACMGTNGzc/PHy3Tps5cawFUmSdULWLpY1h9HXxNg6EXXXRRXJYTAoCLL74Y8Xi8LRG1kGZUX84kwCHzlK5JFAbwG4lmDWqj8Z4jGqWtPg0C0BTASABJzw3r3RERkdnn83Xo00duTrjevXvD5/N1qM+T9ynSX3aCMe3DZQCnybSrFx6P5+xzzz1X6oDEYrGgZ8+eUYiloVygxKyDKr5ZLIvlSr6r3KXxOqKqvusiADOYeS1S6M/q3REBaJmXlxeTOQoGgIKCAuTl5cUAnFrX6zSplBZE1KqepYNO0+PDMIlHvUtdryEiExGdTEStNdmYeplBWSyWHl27yl9B69Onj4uIOtf1Gk29oanWBidr+ln1QbFJ0t5QdbSkg2cd63VEVKB9F1oQkVV2PRoFjUziR6OUiD6FcESfEJEbKdxdQ8hHpKqqqsu4QFXV+P79+48YYWtSMDcBGAoxW4hCjGVsRFQBcTJ9MoBPakZ16YguemEkRiXKEb8nKjCbzSPz8vKusdlsHRwOB9tstkQgELAwc6SoqGjtwYMHXwQwN1v7ColEQnG73dLtejwek9Vq9dT8vSYNNQzAaAixRhuAGMQAjYhoI0RY+ivMXCa9YrWjZ1K8IxpXWzG4ID8//+ZYLHam3W53u93uaDweJ5/PZy0qKvohEAi8GwqFpjDzTzrW7figakbU+LgeQHcINYUAERVBLM8lRUOYEYVDoZAu9dDsHsqbo+kfzQaw2QLc4QBOVwCrCigqoCqA1Qk0sQFDCPg3gJ+IaJAedasFvcKLGb9uA7uqqo86HI49Q4cOfWjWrFnd9+zZ46ioqHDu27dP9fl89u+//949ZcqU/mefffZkp9P5i8ViuSEbsyQiigSDSacwSZpAIMDRaPSQOKk2+xkN4BcT8Lwd6OcE3ApgVwFVBZwK4LCLMPSHAOwhon9kSVxUfgMc5lcDCiIarKrqrk6dOr05adKkC1etWlUUCARs+/btUw8ePKgcOHDA+u6773YYOXLknYqifJ+Xl/dmPWga5h6Nc0bUXfv3NCLqCbES5Sei5CY7DeBAlM1isUR8Ph/LxOfzscViiQCwae8zAMBBCxBK9rCo/fCBwOmoRQdNcjtsS/VEejKFqsnnAGjrcrm2DRo0yL979+6k2nHt2rXcsWNHn8fjWQSdD8jm5+e/89JLL6X4SR+bCy64oBLA1SzaoADAYgJ8yR4WdYoDuH4AWyEyUer5HNxlAcKynwOrGKc/rr2H1e12z2jatKn/k08+SaoNKysrefTo0UFFUQ4AOFvPNsjlUtwSzFNTK8jhA61VBcAyiMPJKwGUQgx+V0AINB9TbqveZ0TMHHG5XNtLS0ul2l21ahXcbvd2Zo5oBy0/sgMFdsCe7NDeAkABFBNwFYB5SXv39Fgme3CkZbq0AfiOiNorivLtY489durHH3+sVB22PRZdu3bF2rVr1eHDh5/lcrm+ISLdlo7Ky8sXf/3111KXAZkZK1asMEGsYRcAWGYBznKKQ5ZJYQLgABQb0BrAt0SU+WG3o1OqR9LBuFCy+JaILG63e/6ZZ545bOvWrcqgQclN+N1uN1544QXH22+/Xaiq6sdEdK7sOh43NM5ghR8B9GDmEmYuhlBZ+C/EObJjHvGtd0cEAIFAYNbLL78sdUli+vTpQb/fP4uIWgF4zwEo6XgRguiETMC5SCEcMQ3ejIrZizRiwhd9CsCuqup/nn766bwxY8aYUl1ls1qtmDx5sn3EiBGtPR7POzou082fO3cuZC7PLV68GJFI5CCALQDmWYBWNsCW6g0QACtgsgH5AL4gIukBBRpLGSCZgxJtBcgGYKGqqpN69Ogx4MMPP0xrP+6CCy7A+++/rzidzvnZTruREzTeVOEdmHlD1X+YeSOEY9qWzMUNwhFFIpEX58yZQ/v27ZNib//+/ZgzZw5FIpEXAfzbCtgzieEmAHax4T+GiPQKgf2QgbCsAVK1BGOTVFX954UXXlh4ww03pP15ExGeffZZe7Nmzc4ioj9JquavYOZtFotlxWuvvSbtlPVjjz0W8Pv9kwCMIqA4HSdUHStgMgNFSGKUlw4sAkOmRcUyhxRiYtw9F0AHs9l849y5cxWbLf3trnPOOQf33HOPw+PxvJFDZ9SyR+OcEW0moilENFArkwF8T0R2iGCwOmkQjoiZ95pMpmmjR4+WMhQePXp0gIheAtCTgE5WCdGBJgA2wAHgXxlXsBZYROeNC0vKdhkVmm5rAexg5uumTp2a8QjeZrPhzTffVJ1O59N6hfaWl5ePu+uuu0I//1xrbriUWLBgARYvXlyZSCReB/CkXdKBYbsIr/6zjodkH49JGpQkAETFev3f8/Ly/vXcc885mzZtmrHde+65x1JUVNQN4gCjQRWNd0Z0HcQe6u0A7oDYG7oOwgkdcxm3QTgiAPD7/RM+++yzAy+//HJG/fCMGTP4008/PRgIBO4GcLdVomSORUyOOhFRR0kma/IaA99GgEgmjRDHoc5nuNPpvGXUqFFUVFQkpYLFxcXo1KmTGcBlUgzWgJlXxGKxyVdeeWUgGj3mQOqo7Ny5E9dee23A7/dfBeACEyDtZDPh0LMwRpLJX8EiQ+uNmQ5KGEBIzIonAlBMJlOHq6+Wo4FrsVgwceJENT8//y4pBo8nGuGMiJmDzPxPZh7KzJcx8xPMHGDmBDP7jnV9g3FEzBz0+/2Dxo4dWzlz5sy0vn+vvvoq33LLLZV+v38QxCyor8zoAq0DsgC4UqLZQ7AIP/lDDNgVTdMZaWrLQQBXMPNOi8VyzQ033GCXWc+bb77ZXVBQcL1Mm9UJBAL3rFq1avnQoUMDoVDq+/bbtm1Dnz59AoFA4D5mXgRglLWWMzSZYBF5o66VabMG/2ZgejBNZ1TlhBh4D8DzVqv1yuuvv95mtcqbyI4YMYL8fv8ATS3cAGi0ygpE1I+IPiOi74loW1VJ9voG44gAgJk3BQKBvjfffPPPV199dbCsLLkzhGVlZbj66quDY8aM+TkQCPRl5k0AehAQkL2AbQasEMrSusBCqr93FNgUElL5yV0HIAJEQyI6aigzf0xEBZFIpLBTp05S69i7d29Eo9GeUo1Wg5mjXq/3wiVLlnzSoUMH//Lly5O9DtOmTeOuXbsG9+/ff3coFKpKA9JT9oOu2WuiVxShNii5nYFnA0AglUNmMQjl9QTwKoBrmJk9Hs85fftKHZdBVVWcdtppQQDdZNrNeRrn0tx0AE8C6A+htl5VkqJBOSJARFv4/f52CxYseL1FixahsWPHhteuXYt4/NdDh3g8jrVr1+LWW28Nt2jRIvT+++/P8vv97bRoDQDopDkNqWgNptfSHACAmfcBKE4A/xcEQiEgEIdwNr96HcRzHAHiASAQBRYBaM/Mn2gvOaNNmzYBs1mu3F67du0QCoUK9BwJM3O4srLy9zt27Bh17rnnVp533nm+BQsWwOc7cpa/d+9eTJ48mdu0aeMbN27cZr/ff1Y4HP4XIFKMAHDLHpCQKAHo+Cyw4F4Ag8LArgDgrZIAOeK1EA4oCHjDIiniZcw8hpkTABAOhzvoIZ9UXFxsASB3pJPLNNIZEYAKZv6ImX9h5gNVJdmLG4LEzxFoa4qjiejh6dOn3zJz5swR4XC4qHXr1gGXywWfz4ft27crdrv9QCwWmxUMBp9n5h9rmHFCv/uTutRVG1rwwqNENC0OXB8XaaNbarM81s4IOSA6ww8APMnMq2uY0UUyx2QywW63x2KxmBNiD0IXtFnBHCJ6/4svvrhyzZo1t/t8vo7NmjULnXDCCYl4PI6ffvrJGgwG2W63L6moqHgCwH+066pwAoiRDoMSAsC1yCfJhpm/JqJWDAyJAOMiQrw0bhIbwcSAmcX9rYEYlb7LzL/aYIvH43aXyyW9bnl5eWZkoQ1yhsYr8fMFEU0C8A6qKbkw86pkLm6QjqgKzbmMBzCeiPI3b97cAaJjCQL4LhwOl9dxeQj6PRLSQmuPhTaqeBzA40SkMNCRRWruKICtXHdmy1AgEKjjz2nXCZFIxIJqD5yeMHMAItfJDCKy7tq1q8OuXbuKID7fXQB+DAaDR9tKCQGwMCRLm+PQzCQrOnzawGQ+gPmaIGvbhEjTTBBJB7/nOnQRzWZzRI9nwe/3x5Gl5yBnOH6W21KhSlC3uso9AzgvmYsbtCOqDjOXQ8hIJMvmhHAYUg8eas/YFpk2k0XrkFORoPhu69atTmaGzOMe27dvh81m80YiEakHcJNBG+mvT+GSSgBBBqwyHZE2I3UC2CzRbHLvLZbbvtdKUtjt9h82bNhQ1Lp1a6l1WbVqVRTAJqlGc5lGOiNi5iNCtImoWbLXN7g9IomsSgCK7PyzCfGYLZJsVheYeZ/ZbPZu3iy3r/z2229ht9vXSDWqE9oy3Ro95JMg1sWTXgevT3w+35fLlslVkQqHw/j+++8VADWXhBs3jTNYAQBARHlENIqIFgJIalkOOI4dEQvZ/jUyByeaWkEYwFsSzeoKM8995ZVX0j+QUwsvvPCC7+DBgzNl2tSZmVERTSgNTflgtkybehIOh9+aNm1aqGbQTya89dZbUBRlJYvMnAZAowxWICInEV1JRO9B6Ms9CeD/ACR94Pu4dUQaj0cBn6xZkfbMbE92A64h4Pf7n54yZUqstmizdPjuu++ghVPPkWIwO/w7AZhkDT61CLU4gGclmdQdZl4RDod/mj9/vhR7iUQCjzzyiK+8vFwXqaOcphE5IiKaBbFEPAjA8wBaAShj5i+rIjaT4Xh3RPMSwM6YhAmwltQnAOC2zKuVPZh5MzMvuPPOOzPeUI7H4xgxYoQ/Ho/fx8x65s2Rira3dr8s+aSICFB4l5nrZa8wXSoqKsaOHj06UFFRkbGtyZMnJ3bu3LkdwILMa3Yc0fgkfjoDKIPYJ/xOC5hJ+Wt2XDsiZo4B+EMECGUy8NCcUBDAbGb+XE7tsofX671x1qxZvnfffTcjO3//+99jW7du3RyJRJ6RVLVs8lQC2BrNMAFhDOCYWObTRd5HT5j5s3A4/PZ1110XSiTS7wFXr16NCRMmhL1e77C6IvUaLY1oRsTM3SCyHHsALCSiJQDcRHRiKnaOa0cEHJIjvy4EBNP5zKucUBxYhxzsfAARcRgIBAb/8Y9/9L399tvpXI8HH3ww+tRTT/1SWVk5JJUpd0NB6zAvigL7IkIQNmViAIeFExrEzJlPK+oBr9d74+eff75+xIgRoUgk9VMIK1aswDnnnBMMhULXMPN3OlQxt2mEe0TM/B0z38fMp0MInr4KkftqabI2jntHBIgNewAjQoA/lU4oDiAI+OMiSu48TaI/J2Hm0kAgMPDaa6/dP3LkyFBlZXL7yzt37sTAgQMDTzzxxFa/319yjHNLDRpm3gOgVxTYmqp8UhgIhYH9AAbWcnA4Z2DmoNfrPefDDz9c3LlzZ//qeqBZ4gAAIABJREFU1cndSjQaxf333x8dOHCgv7Ky8up4PJ76iKax0LiW5n4FM69k5nEQqcLvSfY6+vUh9OMbLZHX6wCKrYDdApg1qZZDVA1oooAvIR6TMQDe4CQbSpOUKQHQ0263n8zMiUgksgvi/M8qZtZNiSDJ+uW53e7nEonEH66//nrTyJEjbZ07d4bFcvhIWTAYxIoVKzB58uTgvHnziIgeCYVCD2tLncm8hwMiQ2MxxANphjh0uQoiLfJB+XeWPFoKi/8HYIJZpNF2mnDkc5AAEAPCWoLB2QDGMnNSZ6eIyAygC4Bii8XSzmKx2CORSHkikVgLYAUz75Z6UylCgmscDsfzffv2pdtvv9119tlnIy/vsHReIpHA1q1bMXv27Pizzz4bjkQiKyorK//IzLuSfQ8A7SC+D2cAcEEkf9wIkVJ6a7Lfq1yh5ATilZendg29iFJmLjn2KxseRPRXAJOP9p0movMAKMz8fp12jrPnICmIqCeAOwEMBuAhsf8DHJZK2QQRETVb2+hOxmaxx+OZEIlELjn99NPD/fr1c7Zo0cIGAD/88ENo6dKl4W3bttksFsscn8/3eDVNvHqBiFo7nc6xNpttWCAQaNqiRYug3W5nn89n2rt3r0NV1R0+n29aLBabnuxZGSJqDWAcgOsIiJvFIVInADAQTQghTgeAzwE8ysxL9LvDpOrbBMD1AP4M4FQSQQgJCNkcJ4TznA3guVokpI5ms8hms91itVrHFhQU2Hr37m3q1q2barVaUVZWFv/mm298paWldqvVur68vPwxiKCHehsXE5EC4KqCgoJbfT5fx6Kiokh+fn48Foth165dTovFUklEH3m93qeSnQlqA5GRAO4C0Mws5Ihc0FSREoAvLgYnewE8BuDVXF5tqE7JCcQrU0yQQi/ltCP6HYC7Ib47qyB0Dh0QA5DuABYCeFjTzzy6ncboiKqjdUatIFQmygFsSWUDlohUVVWfsFqtf7r33nsdo0aNMh0t98+ePXvw4osvxv75z39G4/H4U8Fg8AFmzppc0NEgIjeAthAaen4IuZiko+y00f8dAB60AhYLYD3amq8W+swREYG4AMBNmmpGvaJlkjwdQjctDDFaT0k5goiuUBTlpcsvv9x+5513Onr06FHr6yKRCN555x088MADvj179vy3srLy6mQdnZ5on2M7iHToMQA/MvP+FG30BjDHBBTaALXmTLOKaoK9/oRY8vwDM6/I7A7qn5ImxCsvTe0ampG7jqgKImoHoB+AkyAG9psALE42urbRO6JMIKITXS7XksGDBzd/4YUXnMkmn9u9ezf+9Kc/BVasWPGd1+s9L1c3vgFxmA3AAhPQ2651PMmgpa0IxYTz78dJ5rZviJAYjTxTUFBw/ezZs5W+ffsmdV0sFsOkSZNiDz30UCgYDF7IzF/pXFVdIaI/A3jWDjiT1Q7TlsJZi0q9mZlf0a2CWaCkCfHKIaldQ6/mviPKlEYRrKAHRJTncrm+vu22206dO3du0k4IAJo3b47PPvtMueqqqzq53e4vtaWMnEMbQS8wA30dKTghQIyS7YDDBjQF8A0RnaxPLfXH5XJNatWq1fVr165N2gkBIsvpPffcY3nvvfdciqJ8TETFOlZTV4jojwCecabghIDD2W6dYib6LyIapk8Ns0TjO0ckBcMRpYnb7Z56xRVXNH/ooYes6QiKmkwmTJ061d6/f//2qqr+Q4cqZoPbtZmQM11BUStgsgKFAGaRTGXWLEFEv3U4HDctWrRIKSwsTMvG+eefjxkzZqgul+s9bc8mpyCi0wC84ASUdDsUEwCHcEYvE9Gp8mpXDzSy8G0ZGI4oDYjofFVVL33uuefsmfSdJpMJM2bMUMxm801aAEXOoAUmPGQH1Ey9hxWwkMjmOEJC1bIGETlVVX3j9ddfV1KZEdfGsGHDMGjQoMIcHZTMsgL2TDsTMwCr2Kd8TUKd6odGeI5IBoYjSoP8/PwHn3jiCUVGorFmzZrhvvvus+fl5f1VQtWyyTgLYJHxAGnLdCqAB3NsVnRlr169nIMHD5Zi7Nlnn3XG4/EbteCRnEBbTuxqFX4kY6wiaKiYiOSnk80WjXBpjojaE9HnRPRf7f9dtdDupDAcUYoQUdtEItHtiiuukGZz1KhRpnA4fKEWwdfg0fa0rrNKzHqqRVedAKCPLJt6k5+ff9f48eOlpT1t3rw5fvOb3ySIKJdmhrdbAbus0QMBsAI25Jim4yEa74xoGsQB1igAMPM6AFcle7HhiFLn3AsvvDBht8vLFl5QUICSkpIIgOR3uuuX7iTOhkiDAJjFssxvJJrVDSJy+/3+doMGDZJq98orr1QLCgoukWpUXwZZJM2GqjCLWZGcaWa2abzBCgozf1vjd0nrOhqOKEXcbne/vn37qrLt9u/fX7VYLL1k29WJYrPE2VAVms2Bsu3qRPd27doFrFa5zVBcXIxoNJoT0XNEVACgQPZaqtYp/f/2zjs+qir9/59nWmbulITEDQiIFFG6AgYQERAU14Jd0cVlsWNjsfK14K6rroqLLhZUdPmtiIqKILqIIBbEAoTQexFFamhJprf7/P64NxhjAlPOnWSS8369zgsyyX3mzJlz73PKcz5PYTYtUf6GxjkjOkBE7aArbxPRlQD2JHpx1qQKry/YbLZ2otMtA8BJJ51kdrvd7YUbNoZWJDgFO3Dk4GMr0XYNouVJJ50kfCDXtm1bBAKBrFiiBdCCgCAJHpToslsh1g5HZjwdfVo00lThAO4AMBlAByLaBWA7kgg+ko4oecwmk/iJpG5T6BKHgRhZz6xpA6P6ATNnS8CG0Ssq2dIXfkvDWW5LBmbmc4jICcDEzF49sjYh5NJckqiquq+0tFS43b1793IoFEp4KlvH7GctVbZQdI2PhHTt6gEH9+zZI/yRs2/fPtjtdqFpzQ3kEAM20dosrBUbsqcv/ErjDVb4EACY2V9FGmtGohdLR5Qkhw8fXrR06dK0s51W5/vvv/cFg8Elou0axHL1V6FYYehq53UqhJoEK9asWWMXLZG1fPlyOByOtUKNGscuAFEjHBGAADOLH/FlgkbkiIioAxFdASCXiC6vUkZCEz9NCOmIkueHTz/9NCryARSNRrFo0SILgMXCjBrLMhWwi34AxTXB1axwRMy812Qyla9cuVKo3Xnz5oW9Xu8CoUYNQk/hUCz6Warby5ZB2W9pfFFzpwC4CJpQ7tAqpQeAmxM1Ih1R8iw+fPhw2aJF4p6Xs2bNAhFtYOZtwowaCDMfBvBFLIXc9LWh35MqgE9F2TSaSCQy6cUXXxSWvsDv92Pq1KkciUSmiLKZASZGBQYUMLRcYNDSsGQnjWhGxMyzmfl6ABcx8/VVymhmlhlajYKZ2e/3PzV27Fi/qqY/nIlEInj44Yf9ZWVl2Sbt8lQECIryRBFtqe+l+pAWI1Eikchr06dPV7du3SrE3nPPPRezWCwLmflnIQYzwxwG/AkfGDkGcQCsKbLPE2QyszS+GVElK4joDiKaRERTKkuiF0tHlAKqqk5et27dT6+88kra3ejxxx+PlpaWLgUwS0DVMoaesmB2REuIlRYxAHFtYzqrnDEz743H4+OuueYafzye3tB27dq1ePrpp8Pl5eW3CKpeRtBzd/05DATSHZToKdkDAK6ry2SBadOIZkRVeAtAM2gHkRcCaIkkZsrSEaUAM8e8Xu+VDzzwQGD+/Pkp23n33Xf5ueee81dUVPw5S1Mm3x4DDkfTuJ3iOPLwuSrRJFr1iUgk8u/NmzevvuWWW8KpzpB37tyJc889NxCNRu9g5h2Cq2g4zLwAwFuhNJwRAwhpe4RTmHmhuNplmMYbNXcSM48D4GfmNwFcCKBrohdLR5QizLwxEAicf9lll/neeOONpPxIPB7Hs88+G7/pppvKA4HAAGbeZWBVDUPPrHpmBDgYSSF6KgYgpDmhYcycLYEav4GZVa/X+8cPPvhgw1VXXRUsK0su2ezixYtx+umnB8rLyx+LRCJvGlTNTHCHCswJaRlXk0KF5oRU4GNkq8ZcVRrn0lxU/7eMiLoAyIWW+ToxmFmWNAqALm63e9PAgQP9JSUlfDRUVeVFixZxjx49fG63uwRA27quv6A2OB7AlwT47AArADuPUhwAmzUH9AuAPnVdf0Ft4HS5XP8pKCjwT5s2jcPh8FH7ws6dO3n06NFhh8NRDuDKuq6/oDYwAXgIQMAGxI/VDxSArdqcIABgLLSDkHX+OdIpPR1gPjW5AmBZXddbwHd/E4Am0CS6fgRQCmBUotc3ylThRGQDcDmASwD0gba2aYJ2Q6wF8AWAqZxg+moisubk5NxjsVjub926te3SSy9VioqKzM2ba0lHd+zYgaVLl8ZmzJgR2r9/f0UwGHw8FotN5jpcByciE4BznE7n1TabrW8gEDhRVVWLxWIJOxyOLYFAYFEoFHqLmUsStEcArgXwOAGFZiDHDFgrJQL0PVw1ro18VQAvAvgn1/FynJ7G4M8AzgLQHprwagzAzwC+B/A+gAWJfldEdHZeXt54Zu48bNgwU58+fXI6dOgAm82GsrIyLF++nD///HP/okWLzBaL5V2fz/cg1/F5GSJqa7VaR3g8nsGhUKhLJBJRiEhVFGUvMy8uLy+fDWAmJxhIQkSdAEwAcLYZiJurJcxTAcSBQFxTTvgcwP3MvFH4B6sDTncQLzspuWtorUwV3qgckZ7a+l4AD5sAsgBuE35dn6wMeIkDkZj23x8A3MLMCYVF6faHWK3WszweT39VVZsCYCLaU15evjAej38N4Os6dkBERFe7XK7nCgsLPbfeequzd+/e1KlTJ9jtdni9XqxevRrffvtt/LXXXgtHIpHt5eXltzLzd4nah+bcB0MbHbWC9sA5COBbaOeEPk30oWYURNQPwGsAWutJ3cx6KgoAR/oBxwA/AxUA7gHwPid4wxBRRwDn5+Xl9SeiDgCsRFQRCoWWBAKB7wDMZuYK8Z8scYiofW5u7muxWOyMkSNHms455xxb9+7dUVBQgFgshi1btmDZsmWYOnWqd9WqVayq6pPhcHgCawEKidhvAeBiAP0AnApNnzAIYCW0vjCbmbNFTSQhTncQL2ub3DW0PvsdERHlALgC2nLcEek4Zv5HQtc3FkekpzOebQLa5ADOY22OMYAYEI8AYQD/By20OKsbi4jyPB7PO/n5+f3/+9//Ovv374+j5aGLx+P44IMPcNtttwWj0eh//H7/3cwsKlK3TiAiK4DnANyYAzjM+NX51ETl4CSsOaSFAIaztjeWtRAR2Wy2Oy0WyzOPPfaY7Y477jA7HEfXsF2/fj1uvPFG/7p167Z7vd5LEl0taGycbide1jq5a2hTg3BEnwEoB1CCKiEYzDwhIQN1vbaYofXLDgAOJrJuXdN+BmkH7MbX9edIsw3yXS7XpltuuSUUDAY5Gfbv388DBgzwu93uzwBY6/qzpNEGVgCfmQB/sv1AAdiihapvApBf158ljTYgp9P5r7Zt2/o2b96cWAfQicfjPGHChLiiKAcBdKjrz1IfS88cMLdPrqBh7BGtTef6Bh81R0R5ABbagDwrYEpW1tgEwAE4CbidiG43oIqGQ0Rmt9s9/4Ybbmj96quv5tjtCUtAAQCOO+44zJ8/XykqKjrL7Xa/alA1M8GrJuAsO6Ak2w8IgA3IsWhLD/P1Zdisw2q13lZYWDhq6dKlzvbtk8s6YjKZcM8995heeumlPEVRFur3lqQqDE0OOJnSMPieiBIO165Og3dEAF6xAB5rGp+VANgBJ4Bnk5E2ry/YbLYxp5xySofnn3/edrSluGPYwMyZM5WcnJxriOgcwVU0HCI6F8A1qTihIzYA2ACbSZthZ12YMRG1tVgsz86dO9dZUFCQsp3rr7/e9Kc//cnjdrsnCaxew6DxKiv0A1BCRJuIaDURrSGi1Yle3KD3iIioF4CvlDQePlWJAPEo8Dkzny/AXEYgogK73f7LmjVrHCedlGQ4Tw18+umnGDZs2E6fz3ciZ8npdz1CcEcO0EJEAi4VQFDbdG/JzIcEmMwIeXl5c8eOHXvugw8+mPZszufzoXXr1oGDBw8OZOZiEfVrCJxuI172h+Suod0NYo/oxJpe5wTlqhr6jOheK2AXlWXMqkV/DSSiloJMGo7FYrnh4osvZhFOCADOP/98NG3aNBfAICEGM8NgAjyi1tJMAMza2Pd6QSYNh4haRqPRgXfeeaeQZnC5XLjvvvtyPB7PvSLsNRgambICEXn0/3prKQnRYB2RHk54aTpLcr+ziSNxideKsmk0Tqdz1J133qmIskdEGDNmjCs3N3eUKJsZ4FYr4BKZ9tQKKACyZs+QiK4dNmwY3G63MJs33XSTORQKXarfa5JKGtfS3Dv6vyUAlun/llT5OSEarCMC0JWAkOicy2Yt2dPZgs0aAhEpgUCgVe/evYXa7d+/f+VZoWzhDPPRo7STRr9xWhHR0eOe6wl5eXmDBg8enFyUyjE47rjj0Lx58zCALiLtZjWNbEbEzBfp/7Zh5rb6v5Ul4RNVIpbM6yunmgzIea8/gE4TbdcgOp944okBm83mOfafJk7Hjh3h9/ubEpGD67lQqe4oCkUPSEgrAQY6I4mRX10Rj8dP7d69u3C7RUVFpp9++ulUaCNgCdAQZjkJQ0Q9jvZ7Zl6eiJ167Yj0TeZBLpfrOqvVeobP52sdjUatVqs16nK5fo7FYj94vd5pAL6oYePcQ9q5ESNwGmS3RoioO4CRAAZCk6GxQ+vuuwEshZYbviYJFk+TJk2ER6NYrVbk5OTEYrGYCwakDK8JImpjs9lucLvd5wQCgc6hUMhFRKrT6TxktVqXHz58eDYzv82/VytwAYiRAX2dAGZN3DEjENFxAEZAUzY+DVpWTEBbi18N4DMA/49rUCuIxWLOJk2aCK9TYWGhDRlsg3pP5Yyo8VB5YNUO4HQAq6CN07pBy7LbLxEj9dYREdElLpfr5cLCwtzbb7/d2adPH+ratSucTif8fr9t7dq17RcvXnzSpEmTLt+3b18FEd3FzDOrmIjCuLFJRroaERUB+A+AdlZNu81cZS3VrAInqMAJMWCICrxGRH8HMLGKU45Go9Hf2RVBLBYzQdNkMxQiap2bm/u60+nsN3LkSNN5551n69GjBwoLC6Gqqnn79u1/KCkpOW/69On9FixYMMHtdk/2+XwPMXOgsqowdgnamAaugn5e598AhpkB1aJrt1XR8ctVgbPiQFEMeJSI5gC4jato2BFR3Ii+EA6HVWSgDbKKRuSImPlsACCi6dDk0NboP3cBcF8yhupVAeD0eDwftmjRwr9gwQJWVZWPhqqq/MUXX3DLli39brd7FgCXbucCE1CWzOn5REqONuZZYXAbmAA8AyCQA6iJqAA4ADZpChDLAZyg22np8XgCx2rDZNmzZw/b7XYf9PB/o4rFYrlBURTfk08+GfX7/ces186dO/mKK64IuFyunQBOZ60NCIAvWSWFRJQWoM0GWxjZBtCiEw9agFAin0FXtA5Dk1u5pNJOfn7+yvnz5yf/ZR+DXr16lQE438g2yKbSk8BsT66gYSgrrEzktdpKvQpWICK32+3+9sILL7xg8+bNyuDBg4+qhaZfg0GDBmHTpk3KJZdc8ke32/0dEbkBlKiAXfS6lKo9gBYJNnsEfTlyugm4QwEcFiChI6gmaIdurdqUuEQ/eLsrGo3Gdu7cKbSOy5Ytg9PpXMd6bzMCh8PxUGFh4YvFxcXOhx56yKIoxw78a9GiBWbMmOGYMmVKC0VRviaifnod14sepOofPAJtedQQiOgSAJ/YgfwcICeRflB56NYOeAC8S0TXA0AwGFxUXFws9PtSVRVr1qyxQ+4P/ZZGFKxQhY1E9AYRDSSiAUT0OoANiV5cbxwREZHH45l52WWXdXj77bftiTx4qqIoCqZOnWq/8sorT/Z4PLOh5cP4ReT3rAuh+gF8ItBsdZ4yARfYNVmhpNAfQmYbkA9NoNNhtVo/mz59utAlyqlTpwbKysreF2mzKiaT6eq8vLyHi4uLlU6dOiV9/VVXXYWPPvrI6XA45uoH7T6IaSk+hKGrs39mlDMmotMAvGMHlFQibswAHJra9UtEdHYwGPxkypQpfpHVnT9/Pmw22w6u4zQW9YpGFjVXhZEA1kFTHBkDYD2SOWdX11O6ykJEf2nfvr3vWAnFjkUkEuFTTjnFZzabbwBwkwnwilqOsWvdbBcMSuAFoAhAQMQykp54bhKA3s2aNfNFo9G02rWSvXv3st1uD8Ig4U8AzRwOR8XSpUvTruuTTz4Z9Xg83wMoABAUtTyn4IgQbi+D2sAGYKsNUAUtJe8F4Ha5XLu/+eabtNu1kkGDBnkB3GhEG2Rr6QkwJ1mQ5Utz0MY909KxUS9mRERkz8nJefG9995z2my2tGxZrVa89957TqvVOhHATBXwidhRZ2ipAAA8yMZJ27xhE6QEkaONhkcCOBwIBFY+88wzQgILRo0aFTSbzZPZIGkbl8v19G233WYvKipK29YDDzxgad68eVcA/QG8HhY0K4oCMdZy6hglbXOzCWhmEXD2yQLArEW1PRAMBh+86aab/CKCFj755BMsWbLEB+DdtI01MBrbhIi1/FR/0BOOpmykzguAEf37969ggZx99tleaFPDgQD8jjRHllZtP+BLGLRBD6A7UkhPkECdXwLQSlEUX3FxcVpt+tZbb6kul+sXAA6D2iDXbrcH9uzZk1Y9q/LOO+9wXl7eEmhKCDtz0pxl6LNiH4BWBrUBAfjZLrAfOLQ6HwZg9Xg8X913332RdNp0165dnJ+f7wcwwIg2yObSA+BwkgVZPiNird++Bm1gNg5aEsl7ANyT6PX1YkaUn59/++jRo8VpjwAYPXq0q0mTJrcz89cAng5pKaqTRld1j0W1PadrWG91AxhpTXBDOlEs2jmqEQB+CQQCwwcPHhxcvjyh82W/Y9asWbj11lt9Pp/vQjbuEOslAwcOjDdr1kyYwcsvvxzRaLQbtFnBBeE0ZshxACEtUm44M+8QVsnfchoB+SJvTD3U2wTg7IqKimGvvPJK6T//+c+UmmH37t0488wzA4FA4GlmXiiwmg2GxqXwc4TdAP4HrZ+5q5TEqAeelHJycgJ79+5lkezfv59tNlsQ+n4OgIehhUMntRdg1pbjtgJobnA7rBI5Cq4s0JajWuvvcbmiKP7nn38+Fo/HE2pHv9/Pd911V8jhcBwG0MPINnC5XK9PmDAhyW/62Jx55pnlAIay1gY9ABxONBy6sh/YtPNIfgCXG9kGAG41A37R/cCizY4f0d+jhcvl2jp06FD/vn37Em7HmTNncl5eXsButz9sZBtkc+kOsC/JggYwI6osuvNxJXtdfZgRnWC329G0aVOhRo877ji4XK44gFYAwMxPAhgSBnYH9VFxbVMbFUAEiASAYFybcnZhZsPCdHXaG/FlmLQHUDcAYOaZgUDgtEcffXRNhw4dfFOmTIHf76/xugMHDmD8+PFq69atA2+++eZnwWCwPSco15EqNput12mniVdP6tu3r5OITgUA/TO0jwGfBYBABFBr6wcM7aRmEPBFgDUATuPfHpo2giKztowoFLM2O+4LAMy8y+fzdfniiy8mt2vXLnj//fdHfvyx5szf0WgUs2fPxplnnukbMWLErrKysiHBYPBJ0fVrSDTGGRERdSGiFQDWAlhHRCVE1DnR6+uDsoLb7XYbckLf4/HEDx06dERnjZm/JaJ2KnBlGBgL4BQCAromHTEQV7X/M4D/AniBmbcYUbcaECpIWYm+JFO1DbYQUU+v13vevffeO3bUqFF9W7VqFezWrRspimIqLy9XV6xYgdLS0hyHw/FRRUXFc8y8xIi6VYeZXXl54pN+5ufnm61W6xHDzHwAwKVE1DsK3BMFLiEgog8ETABUFWDWAj6+h3a4eB5nJv9SvoG2q7ZBCMDdRDRp0qRJo1966aWRTqeTunfvHi8sLDRHo1HesGFDfNOmTYrT6dxUVlb2DIAZ+nWSWmh8Cj9HmAxtT+grACCigQBehz74ORb1wRFFo9GoaE1KAEAkEiFUkx/Rb6RpAKYRkYeB7nEt/bMF2mn0lQC2sT7PzCBxGPN9VA7sf31Be6DOBTCXiOzbtm3rtm3btlMA5EBbfloLYEMkEjFcwqca8UhEfO7kSCSCWCwWrv667mCHEZGFgY5xTUXaCU2ZYBOA1XXw4P1dPQXyu8bVB1p3EdHoUCjUbsGCBadB20+LAfgJwIrDhw9X1++T1EIjdkTOSicEAMz8NRE5E724PjiiHQcPHrQHg0E4HOIU9UOhEPbv3++AdjPVCGsCmQv1UtfsUYETRMuFq1oU1tbafq8/aJfqpa7ZtGnTpvZ9+ojNMLFy5Uqfqqq1zmyZOQZt6W2N0DdOjbWqNnAQKtirK4LU+vn0gddWHKWvSBKjoSy3JcmPRDQOwFv6z9cB2J7oxXW+R8TMIZfLtWPVqlVC7a5evRqKouziep6moApLRHdg1ood2gyn3lNWVvb14sWLhc8IlixZAmSPDE2xKlgFAgBULeR8sWi7kt/SeIUVcAOAPwCYCWCW/v+ElRXq3BEBQCgUmjFt2jShD6Bp06ZFIpHIhyJtGsyMWBKpdRNBX1f7gZmNXO4RBjPPnT59uipSJbqkpATl5eUhaJIj2cB3KmAVOSjRH45WAAsEmpXUQmN0RMx8mJlHQzu3eRYz/5WZDyd6PWV+K6SGShCdqCjKxj179tg9nvRzuHm9Xhx//PEhv9/fkZl/Sr+GiaOLlp4MLUy4ENpzYA+0EfmPte096aeSSx1ArojRgS4N7WPt7NMcASYThjSl2lYAegJoCS0A5CCAFQA26EthNdKkSZNlkyZN6nnttWKysQ8fPjz4wQcfPBGJRP4pxGASEFEhtDY4CdoyeGXeoKPuPRHRq1bgBpug5bkowBHgY2a+VITgp4SfAAAgAElEQVS9ZCAiD7TD2p2gBX8EoQ0KVvDvc0dlPd2Ikr7ZWgElzHy6IRXKEETUFcBU/BpscwDAX5g5odWYeuGIAMDj8Uy7+uqrr3jjjTfSjh675ZZbwtOnT/+ooqLiGhF1SwQiOtHhcNwF4Ga3220qKiriE0880QYAW7dujZSUlJiCwWAkFou9GIlEXuUakpcR0RgT8EQqgqfViQJqBNgIoBtrEhyGQ0T5AG4GcDcAjwmImjTdNGIgqkeimaGtIz/PzJtqsDGooKDgk23btim5uenlW/v2229x3nnnlQUCgXZskCRRdfSMsNfk5uaOjUQirbt27Rrq1q1bTk5OjungwYPR4uLi+I4dO+wOh+PTioqKZ5n5+xpstAawzqHnHUoHFUBQe/j3YebVaZpLCH0wdhG0yNQiAgJmrR+YAcTjQIS1EPUlAMYDmJOhiETD6UbEHyd5TZuG4Yi+B/Bwtai5fzJzQlFzdX4AqspBqDxFUQ58/PHHnA5z5sxhRVEOAMjLUL0tOTk5DymKEhg9enR48+bNtdZt9erVfOONNwYVRfFZLJbbUE0uCNpS6XIrEBUg6eIH0ClDbUAArgFQYQb8dv0QaG1106WHAgD+BSCnuj2XyzXliiuuCCZ66LYmDhw4wM2bN/cBuDQTbaC3Qz+n07lr4MCB3k8//ZRrq/+hQ4f4ueeeixcWFvrcbvdMAAU12LqD0syjpABs0vrBPzLYBu0BrCDAm3OUfqAfEmbSZonLALTLVB2NLF0A3pZkQQM40ApgVSKv1Xp9XX+AahXvrSiKb+7cuZwK8+bNY0VR/AD6Zqi+Ho/H80OfPn1827dvT7ie69at465du/rcbvdcAPZqNk8AUGoDYmk6ob9kqA3MAKYS4EtGGaKKasVGAIXVbDrdbvfKG264IRSLxRJu10r279/PHTt29CuK8nwm2oCZYbfb78/Ly/PPmjUr4Xr6/X6+8847Q/rAqUu1NjABeM+Uov6g3r4BaPtC1ky0AbRZkN8GxFJQrfABuCBT35dRpQvAm5MsDcQRzYKmM9daL48A+Cjh6+v6A9Twgfo6HI7y++67LxwMBjkRQqEQP/DAA2GHw1EOoF+G6ulwu90l119/fTCVh2U4HOaLL7444Ha7FwCwVLPdGsAOcxIpIfQbOq7PNEZkqA0IwNvpPCz12dE2AE2q2fZ4PJ4fevbs6duyZUvC7TpnzhwuKCjwK4ryTPUZp1HFbrff27JlS/+OHTsSrmdV3n77bVVRlDIAp1RrAzOAN0mfZSbarnYcSVPxv5pmnEYUAH8EEEhVpkoXkw0AGJKJ+hpVOgO8IcnSQBxREwAvQMsQvRxaavsmCV9f1x+glg/V1OPxzC0sLPQ988wz8dr0sEpLS3n8+PHxpk2b+jwez2cAmmaqjk6n86ULL7wwkM7yUSQS4TPOOMOXk5PzO+0uaGvoLwEIWIFIberh1ZY41mVqOU6v4/Uilo8sQAjArBrsm202290OhyMwYsSIwLJly2pMHR8Oh3n27Nl81llneZ1O5z4AgzLYBr08Hk/g559/TrEXaEyaNEl1u92bapq9ALgcwGGzPuusqb0V/WGuzzK90FKAZMQRA2gGoCJdrUTdGZVXnyFnU+kM8LokSzY7ImjHQ/5Qw+tNq6/2HK3Um2CFmiCi3h6P555QKHRJXl5etFu3bqrL5SK/38+rV682HTp0yOpwOD6pqKiYAGAJZ+jDEFGf3NzcL7du3eo47rjj0rL1008/oXPnzsFAINCDmTfW8F7tAYwG8BcAFhMQ0WV7WNWCAOwAfsCvMjSZCkxoBmCLHXClewhXj/ALMHAt8+/3eomoqc1mu9Vms92uqmpely5dQscff7wpHo9j69atvG3bNsXpdG4sKyt7FsD7nCE1BCKyulyuLZMnT2517bXXphVfwswYNGhQYMmSJeMDgcBjNbyXC8BwAPcDaKVLU5kAgDVJIge0BHj/BvBfTiJ0Nl2IaK4VGCwiyi8MRGLAfGYeKqJumaYzEU9P8ppuWRysQESToWUqnlnt9eHQVqduS8hOfXZElVQJia4aAroBwOZMPXir0qRJk8+feuqpwaNGjRIiTfTYY4/FJ0yY8G5FRcWfa/ubKiHR3aBpx0WhnYJfy8zidXGOARE9ZQHuztFkgdImBiAMrGfmzsd430Jo4cAF0JYidwJYycw1q7caCBFd1bNnz/8UFxe7ta8nPbZu3Ypu3br5gsFgIR/lIDYR5UJrg2bQlkdLoYVDZyQysFpdOgIoUQCHiJtBX58LATiVmTcLMJlROhHxO0le0z27HdF6Zu5Uy+/WHet+PvK32eCI6hNEdIKiKJtLS0vtTqdTiM29e/eidevWoXA4fDwzlwkxaiBEZAWwX9SZJ+DIAygA7TCcoSrfomjSpEnxa6+9dvrVV18tzObZZ5/t+/rrr+9i5v8KM2ogRPSKFbhR1JknAIgA0SgwmZnvFGUzU3Qi4mlJXtMzux3RBmbumOzvqlMvlBWyjMFDhgyJiXJCANCsWTOceuqpYSSoVFsP6EqASWTnIQAW7dDnEIFmDYOIHH6//7SLL75YqN0RI0a4mjRpcplQo8Yy1CxYF0+3d5FIm5miEUr8lBJRr+ovElERgP2JGpGOKEmcTucZ/fr1c4m2279/f6fZbM6WUVFPkwF9Rz/0OEC0XYPoduKJJwbsdrHZO3r27Il4PJ4V/YCI3AAKRXcE3V4LIhKelykTNLJ8RPcDeJ+I/k5EQ/XyGID39d8lhHRESWK32zu2b99euN1TTjnF4na7E5rG1gPamLR0CULR9xjaibZrEG06dOggPH1J+/bt4ff7xWaJNI4TCAiJbgTSShCaPFRW0dhmRMy8FEAvaF/bSL0AQG9OIo9ZfUgDkW1YzGbRyRoAq9VaufeSDdgMtC2+cY3BbLGIv32sVitUVc2WAaIFqDXRcbowsvT5lO3OJVmYuRTA3yp/JqIe+msJky0dvt6gqurBQ4fEBycdOHAA4XD4gHDDxnCQqyXbE4H+RCsXbdcgyvbv3y98ZeXAgQPIyckRngbCIMrYAGehpy+xIXv6whEYjW5pribeSPYC6YiSpKys7Nvi4mLh4dLff/+9LxAI1IfkdImw0qCcOYzsyZmzcvXq1Tmio05XrFgBRVF+d56snvILIP5hqrdoDMBuwaYzQmNamquFpFdrpSNKEmZeMm/ePKH5feLxOBYuXGiCpkacDSxTAbvoNZm4JkuzSLBZo9itqmpw40axPuPLL7+MBgKBL4UaNQj9APkK0Y5It7c8UwfURdLY9ohq4XcHso+FdETJs2j37t2h4uJiYQbnzZuHWCz2CzOvE2bUQJh5P4Afak0qlAL6MoUZwGyBZg2DmTkej78+adIkYYOScDiM119/PRYKhf4jymYGeCkqOKGjbu9FkTYzSWNcmiOiL4joAgBg5o/01yYnen2jdEREZCaiC4joZSJaTUSHiKiMiHYS0f+I6G5dwuZ3MHM8HA5PGDduXEDEgE1VVYwbN85fXl7+dNrGkoA0eufk5DxTUFCw2O1273c6nWUej2dvQUHBlxaL5VEiOvkoJp6OAn5RQ9aodpr+/zFzRvdHiOhkInqUiL4kor16P9hPRIuJaDwR9aFaZBNCodCkKVOmqLt27RJSl9dff12FJp3/uzxNRkJEzYhoTH5+/id5eXk7nU5nmcvlOlRQULBaUZSX9XultiCSmSoQEzWyjwNQNSHcrBiQVKcRz4jaABhLRH+r8lrCxxAalbKC/kC5GcDjBDgsmk7ab54yeucIxrV1znkA7mTmndXs5Lhcrk2vvfZaqz/96U9pRa9OnDhRffTRR1dXVFScnkGduPNzc3P/7XA4Wtx4442OPn36mDp16gS73Q6v14vVq1dj0aJF0TfffDNmMplWlpWV3c7MK6vZIABzrcDZtjSj6OIAQsAhaDlpMqIsQUSnAZgE4DQLYDED1qqjMn20qsaAIGt7FX9l5rnV7SiK8mTfvn3HfP7550o6Mj9VNAd7MvOGlA0lARG1zM3NfTESifzx8ssv5yFDhji6d++OgoICxGIxbNmyBcXFxfzmm2/6du7cGQyFQuNisdjr1ZfMiOgKAqY6ACWdm6GK5uCfmDkrHVF7In4+yWuGZrGyQiVEtBxaGPcL0FLZXAfgK2bukZCBulZvzVQB0ALAD4nmzdFTFESh7Vv8pQZ7RS6Xy19cXMypsmDBAlYUxQvg5Ay1gcvtdr/btGlT/+zZs2tN3FZJKBTiV199VXW5XAGHw/EEAFM1e00BHMoB1FQVl6vkT/pjhtrABOAJAAEboB5LOVwBOEdTN/cDeBeAs5o9m9vtXv/QQw9Fkvz6j3Do0CE++eST/Xa7/YFMtAEzw2w2j3A4HL5HHnkkevjw4WPWcfHixdylSxefx+P5AUCLGtr1w2TSltTUznr+pPcz1QZGlHYAf5RkQRarb1f5/ldU+f9IAGsA7Ez4+rr+ABlqpDYA9lmBaLI3iuPXh9AjNdi92OVyBebMmcPJoKoqv/3226woig9A/wy1gdvtdq8cNmxYsKKiIqn67ty5k4uKivxut3sGAHM1u90AlNmAeLJtWyUHzY0ZagMzgA9MgK+2tBrHeFAGAawC4K5mt6nL5dp+5513hkOhUFJtu2XLFm7fvr3P6XS+gAylbXA4HI80b97cv2rVqqTqGo1G+W9/+1tUT7XRplob5ABYmIozqpJJ9ktkKH+SUaUdwB8mWRqII7q12s89AUxJ+Pq6/gAZaCAXgJ2pZjyt5oz+UoP9/k6nc9/w4cMDv/zyCx+LrVu38kUXXeR3uVw/AeiRoTYgt9v9zfXXXx+sKZ9PIgQCAT7jjDN8TqdzYg32TwawLtEHfJUcRIcBDM1EG+j1fCHVJH5V6h0E8E11pwGgwOPxzGvbtq3vyy+/rDFvUlV8Ph+PHz8+piiK32az/TVTTshsNo9o3ry5f/fu3Ul9/1WZOHFizOl07gTgqtYGNgCvAPAfLU149dmmPhh5CYAtE21gZGkL8AdJlobgiNItDX6PiIj+YwautWvpI1JGBRDUnFEH/v2ekdvlcj0Vi8WuHzBggHrJJZe4evbsiebNmwMAduzYgZKSEsyYMcNbXFxMRPRiIBD4B2cob47Var2tY8eOzy5fvtyZjhrAwYMHcdJJJwXLysrOY+bfhFkTkQXAvQD+zwSYLYDbhF8PFFQe9IsDgbi2PPY+gHuZOSOHeInoLADz0k1XoO9j+Bm4n5lfqfYeRETXuN3uZ/Lz85vccMMNzqKiIurQoQNsNhvKysqwYsUKfP311+F33nmHrVbrovLy8juYeUtaHy5BiOgEh8OxYfHixc5u3bqlZWv48OHBjz/++B2v13tTDe/TH9peQXsrYDNpebSOoO+/xaJaUMJmAHcx87dpVaie0I6I/5nkNdc0gD2idGnQjkjfkP5OSXMTtZKIdvPMYeZLa3k/F4CrcnNzhxBRr0gkUkBEqs1mOxCLxX7wer3zAXyYKQek1ynXbrfvLikpUTp1qjFtSFLMnDkTI0eO3O71ettxDZ1HlykaCuB8AGdCy5ljgnZKfhmABQCmc2YTtxGAbTlAGxEyAPqgJACgOTP/7vS//n4D7Xb7JYqinBWJRFqrqmq2WCxBi8Wyqqys7CtVVd9l5h0CqpMweXl5H911110XPv7442k3Q1lZGdq0aRMsKyvry9UCWSoholMBXAVNyPYUaDOmCICNABZC2w9ak25d6hNtifiJJK8ZLh1Rg3dEU63An2yC9MuqJO1qw8x7Rdg0GrPZPPriiy9+atasWUKUjJkZrVu39u3YseMiZl4owqbRENEAAv7nAFyiBDpDgD8OPMjMWXHehYiaORyO7Xv27LHn5uYKsfn444/Hn3322XcqKipGCDHYAGhLxP9I8po/S0fUcM8R6SPzq6wCRTT1nDkAcK0om0bj8XjuvOuuu4TJ6RMRxowZ4/R4PAmlAK4njLICTpEq0VZNffwugSYNhYiuveKKKyDKCQHAzTffbA6Hw1dnkViv4TTic0Rp0WAdEYDOBERFS9SbADuAQYLNGoKevK1N375i8+0NHDiQiChbkvgBwJmmFPSvjoZ+47QhIrEJiQwiLy9v8Lnnniu0rs2aNUOzZs0iADqLtJvNSNHT1GjIjug00Q8f4Mj0KrFDWnVPpxNOOEF48rYuXbrA7/cfnw0PYb2Ox4vu6HrOnACy5CGsqupp3bt3F263qKjIBEC84SxGzoiSpyE7ojwSnMK4CsIztBpEXkFBgfBNQKvVCrvdHgPgFm3bANwAYsJHJABIGwDnGWBaONFo1FVQUCDcbrNmzawAxK33ZTlyaS41sjLxVILEAcOSdmVL/4lFo8LTBgEA4vG4CZpUf30nDmMHXNnQBiAiNRYTX9VIJKIiS9ogU8jltuRpyDOi7SogNF0DcMSz7Tz6X9Ubftq+fbvwbKr79++HqqpxABnRhUuTwwDiokck+l6ADcB2waYNIScnZ+eWLeKPK61bty4M4CfhhrMUOSNKjXo/IyKiEwBcmpub299kMnVjZjsRhZl5TVlZ2UIAH9VyHqOkMmeOyGWZuNbXMnr4joiaALgMQH8ARdCWBmPQDgMuBPApM6+u4dId4XBY3bVrF1q0aCGsPiUlJXA6netDoVDGYv/1vZ6hDodjgMPhOFNV1SYAVJPJtLOiomJhLBZbAOCb6mebmJmJaEMc6CGys+tvEoeeHC4T6ArY5wA4G1pfOB5a9y6F1ie/BjCXmX83DQ6FQt8tW7asy+DBg4XdDsyMVatW2QGUiLLZEJDOJXnqrSMioi65ubnPKYpy1mWXXcYDBgxwdO3aFU6nE36/H2vXrm3/zTffXDBz5sxn8vLyvisvL7+n6sOYmfcQ0R4VaC0sfhtATBNBnSPQZK0Q0fEAngVwhRmImQFXpVqBnk65bRwYFAMeJaItAO5j5s8rr2dmzsvL+/yDDz64eMyYMcJmv2+//XbQ6/XOEmXvaBCRU1GUvzkcjlHdu3fH0KFDXT179qTCwkKoqort27e3Wbp0ad/p06ePOXz48GGLxfJoPB5/s5pD+jAOdLSkqa5Rlbi2AvNFTYd6RaM7oDsBPKSrxjtNgKmKasWJKtAzDtykAnEieg7AM8x8JJNwIBD4ZOrUqcPHjh0rbF/vq6++gtls3svMe0TZzHYqo+YkSVLXGkPVCwCT3W4f53Q6A88//7zq9Xr5aPh8Pp44caLqdDoDDofjMVQR5QRwuxnwpaoxV4tIZymqCX8a1A7XAvBagUgSml1+AG+higYYgH4tW7b0xWKxo7Zjohw8eJAdDkcQQGEG2uAsp9O55+qrrw5s3rz5qPVSVZW/+uor7tixo8/j8SxCFYVoAIUAgqlqzNXU3qQlb+uXgTZoD2C1KUHVeAeOCIhuA3BaFTtml8tVumTJkhS+9Zq54IILfER0u9FtkE2lJcDPJlkgtebq1x4REZndbvf7nTt3Hrt+/XrHmDFjyOU6eoCa0+nE6NGjacOGDY6uXbve63a7P9R1zwBgahwIiZgqM4CwdoOPY4PzBhHROALesAMuG2A91lpK5UFbBVDMwJUAvieiykim7yoqKjZOnDhRSJ1Hjx4dtFgsbzNzqQh7tWE2my9zuVzz3nnnnWbvvfeeo3379kf9eyLCwIEDsWrVKueYMWP6KIqygohOAgC9rm+HNcHStIlpe06bAHwnwl5tEFF3AMtsQGc74ExkZm8CYAcUm6Y4/y0RDQAAZo6HQqFxN910k19E0MKCBQuwcOHCEDO/lbaxBoQ8R5Qa9Urix+PxvNK1a9cRCxYsUByO5FdRQqEQhgwZEli5cuW7FRUVNwEAEZ0HYGa6enO6zlwJgL7MbFj/IaKbCJhoB5RURgkMIAKEY8BqAGcwc5yITlIUZdWSJUuULl26pFy3jz76CNddd12p3+8/iZmFpoeuChH1c7vd877++mulR4/Ujmy9+uqr6n333bff7/d3ZObDROQGsDUHKExnPbqKztypzLw1DVNHRd8bXZMD5KZaXz3hoB9AL2ZeT0Qmj8fz3d1333363//+95Sb4cCBA+jcuXOgtLT0cmael6qdhkhLIr4jyWsekhI/9WdGRESDbTbbiDlz5qTkhADAbrfjf//7n2K3268loiEAoN8oLwfTSGsdBeJRLfrqSoOdUBuk4YQAbXZkA3JMQCcA9wAAM28Nh8M3DxgwILB+/fqU7M6fPx/Dhw/3+/3+oQY7IafT6Xx/2rRpKTshABg1apRp+PDhuW63+1UA0Os8NAz4U50PVHFCNxvshAjA21bAmY7TNAOwaftiM4jIwsxqRUXFlc8+++zhF198MaUZ8oEDB9C/f3+/z+d7WTqh3yOj5lKjXjgiIjI7nc63pk6dquTlpXc+0OPxYNq0aYrT6XyryhLdWAYmBbQUBAnDAEJAMALsA9CHq6V/MIDXddn8tCAAOZoW2mN6wANisdg75eXlt/fq1Ss4ZcoUTnQmHIlEMG7cuOill17qDQQCf2TmpWlW76goijLu/PPPz7v44ovTtjVhwgS7oigX6mkJoNf9vDDgjQDRRAcmDCAKcFBb2rudmd9Ju3JH50oCelgFBBNZAJMJaAVgFAAw865AIND7wQcf3Dd8+PBgWVniEfgLFixA586dAz///PMrgUBgbLp1a6jIpbnkqReOCMD5J554ouuCCy4QYmzIkCFo166dA8CFgBY9xswPALgiBBzUlZNrPe2qL2/Fdcc1HVoOoh+FVK4W9NnQmSIePoD2xVo0n3Rr5WuxWOxNv99/xpgxY7YWFRX5ZsyYgdoOvPp8Prz66qt88skn+1544YXvgsFgRzY4ZwwR5TDz7U888YSQ6DaXy4VHHnlEyc3NPfLQZObvAHSMAt8FAV8UqNUlM7QY+RDgiwBboS11vimibsfgYZsgkVZ9huwE8H/6TAvMvN3v93f4+OOPp7dt2zbwxBNPxPft21fj9cyMr776ChdeeKH/0ksvPVhaWnqF3++/P+GRTCNDzohSo17sEeXn58+bMGHCkOuvv16YzalTp2LMmDFfHjp0aHDV1/W9gj8DeABAUxMQNmlpjk0MRFVAZe2g4gcAnmPmFcIqdRSI6B8WYGyO9t5C0PcI9jNzYbX3sgK4PC8vb2wwGOzSsWPHQPfu3W2KopjLyspiy5Yti/34448ORVG+Ki8v/xeABZl48BDR5b179/5/ixcv9oiyWVFRgaZNm4ZDoVBzZj5U5b0I2pmc+wCcTUDQBFhIGwjEVSCiAgqAdQCeBjCTazifIxoiag9gpagcWsCRZH4+Bs5j5u+rvV93t9t9TzgcvqpZs2aRoqIiU7NmzayRSERdt25dePXq1Tkmk2mf1+sdz8xvGbks2xA4nohvTPKaJ+UeUf04RxQOh3sPGiRW0HrQoEEIhUJFRERVH6L6jTQJwCQiaq4CPVWgNbS2KAewEsBarnIGI0OcYxbohIAj010PETXjKvmT9AfqewDeI6L8lStX9li5cuUp0ByyH8BaACvLysr8IutzLOx2+1kXXXSRUB0/j8eDTp06hZYvX94TwG/OWOk/f05ETgZOiwNdoM0ewtCi4pZXdV4Zoo8ZiIs8hE0AzIA1BvQB8BtHpA+0/kxEN+7YsaPLjh07ToOmHReDpphQwsy7BVanwSOX25Knzh0RETV1Op32Vq1aCbXbokULWCwWK4DmAHbV9Df6DVZfbrIuRihEm4CQqqkjz63pb/QH7QK91ClOp7Nfz549hS8X9+vXT1m+fHkPVHFEVWFmP7RQbEPDsROkl8kAUV191t8fwHM1/V4feC3XiyRFKpfmJMlRH/aICvLy8iL68rUwiAj5+fkRAPlCDRuH0MRtlZD2HWdFG6iqml9YWHjsP0yS448/3mqz2f4g3LAxHE8GpC/RDWZLG2Q1Mlgheep8RgQgrqrGfB3xeJyQPd+1kXsw2TJIU43oC/F4HKqqZotCtJHfVbbcC1mLnBGlRn2YEe06cOCAXXS6glgshtLSUjuyRyn7gBGeSNXujYwJc6YDEf3844/igxM3bNgQiMViPws3bAyb2YBnmd63Nou2K/k9MmoueercETGzT1GU0lQPWtbGxo0bYbfbDzBzuVDDxlEiulPqwqgKtACMek95efnCJUuWCI9MW7x4cQzZoxBdHNcCRoSi2/z+mH8oSQsp8ZMade6IAEBV1c9mzpwpdOlk5syZcWaeL9KmwcwW/QDSHdtGfTO+3hOPxxe8//77YZHLc9u2bcPu3btNAFYJM2os36mATeTsWF8uMkFLEyExGDkjSp564Yi8Xu/EF198MSJqeS4Wi+GFF14Ie73efwsxmBnejQMmkSOkqJayYrxAk0az2Ov1li5YIC6A76WXXooQ0X+YWXiSRCNg5oMAPo0JHCzrI7zlzLxNlE1JzcgDralRLxwRM69RVXXpU089JWRWNH78+Fg0Gl3BzFmxJAUcOd/0SkTTMkubGABVm2F9IMJeJmBm9nq9j9xxxx3+SCT9Y1ybN2/G5MmTY4FA4HkB1cskj0eAsAhPpKuEBAA8KsCcJAHk0lzy1AtHBADl5eUjnn766fDy5ekdY1i1ahWefPLJcEVFxXBBVcskj8SBg+l6Yz1lRQDANcwcElCvjMHM00tLS5eMGzcurelxJBLBsGHD/NFo9CFmzpZABQCAPoB6KQIE0lmi0/tBCJoqxJdiaic5GnJGlBr1xhEx8y/hcPgv55xzTmDdunUp2diwYQMGDRoUCAaDN2bbwwcAmDkI4JIw4EvVGelyLn4ALzDz18IqlyGYmSsqKoa//PLLB//973+ndJ+Gw2FcfvnlgW3btn0bjUZfFF3HDDEuDqyPAOFUnJEu1BqNaxGTyWYmkKSBnBElT71xRAAQj8c/rKiouKVPnz6BqVOnJixvxsyYNm0a9+rVK1heXn67qqrvGVxVw9AlV4boCtGxZB5CcWhpChh4FcBDxtTQeJh5r9/vP/Xx1n8AAARbSURBVOORRx7ZN3LkyFBFRUXC127atAm9e/f2f/PNN994vd5LjEzbYST6ntagGLAqBPiT+RCVM+KolqX1TGZOvAElaSFnRKlRrxwRAMRisbd9Pt9Zd9xxx/Z+/fr558yZg3i85q9LVVXMnTsXAwYM8N92220/+Xy+/rFYLBPqyIbCzD8A6BwFftAVoo+qFK6LmwZDwGEGrmXm+7JdHZmZf/L7/R1nzpz5Qbt27QLPP/+8evjw4Vr/fsuWLfjrX/8a6dGjR2D9+vUPer3eC7MlQKE29H3Dfirwr6CWjiR2NIdURTU+GAdeB9CDmfdnpraSSqQjSp56ob5dE0RkA3Bdbm7uWGY+oWfPntHevXu7XC6Xye/3q0uWLPGVlJRYAewsLy8fD+CtbH/wVEdXiB4KTSn8dBMQMmmqzFYAUAGvChBr+0HPA3iNmWt/WmcpRNTH4/GMDYfD559yyimhvn372lu0aJETj8exceNG/+LFi+P79u0jIno9EAhMZOYddV1n0RDRyQDuBXAdATGzlkLeAQAMhOLaEl4OgBkA/sXM2RKu3qDIJ+IhSV7znlTfrr+OqCpE1BpATwCdLBaLMxaL+QFsgHZI8adsH/0nAhEVAjgdQDcAedAUordCa4ON2boElQxElAugB4DuZrP5OFVVY3qywhIAa+pAMT3jEJEDwKnQ7odm0FY19kETK12RLWfGGir5RDz42H/2G2ZIR5QdjkgikUiygSZEfHaS18ySjqheiJ5KJBJJg6BS4keSHNIRSSQSiUBkAELySEckkUgkgpAzotSQjkgikUgEImdEySMdkUQikQhCJsZLDemIJBKJRCByaS55pCOSSCQSQcgZUWpIRySRSCQCkY4oeaQjkkgkEkHIqLnUkI5IIpFIBKGn35AkiXREEolEIhC5NJc80hFJJBKJIGSwQmpIRySRSCQCkXtEySMdkUQikQhCzohSQzoiiUQiEYR0RKkhHZFEIpEIRC7NJY90RBKJRCIIOSNKDemIJBKJRCByRpQ80hFJJBKJIOSMKDWkI5JIJBKBSEeUPNIRSSQSiSCk1lxqSEckkUgkApEzouSRjkgikUgEIfeIUsNU1xWQSCSShoSaZEkEIvojEW0ioq1E9H/ia123yBmRRCKRCMKIGRERmQG8DOBcADsBFBPRx8y8XvBb1RlyRiSRSCQCMWBG1AvAVmb+kZkjAKYDuER0vesSOSOSSCQSQajAPD9wXJKX2YloWZWfJzPz5Co/twDwS5WfdwLonWod6yPSEUkkEokgmPmPBpilmt7KgPepM+TSnEQikdRvdgI4ocrPLQHsrqO6GIJ0RBKJRFK/KQbQnojaEJENwDUAPq7jOglFLs1JJBJJPYaZY0R0J4B5AMwApjDzujqullCIuUEtNUokEokky5BLcxKJRCKpU6QjkkgkEkmdIh2RRCKRSOoU6YgkEolEUqdIRySRSCSSOkU6IolEIpHUKdIRSSQSiaRO+f+gRmeL/p4dugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html\n",
    "# or look through the dictionary, plt.cm.__dict__\n",
    "cmap = plt.cm.get_cmap('hot')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "n = np.abs(data1[:,2]) < 5\n",
    "cax1 = ax.scatter(data1[n,1], data1[n,2],c=data1[n,3],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "cax = ax.scatter(data1[n,1]+perx, data1[n,2],c=data1[n,3],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "ax.set_aspect('equal')\n",
    "ax.set_ylim(data1[n,2].min()-2,data1[n,2].max()+2)\n",
    "ax.set_xlim(data1[:,1].min()-2,data1[:,1].max()+perx+2)\n",
    "ax.set_axis_off()\n",
    "cbar = fig.colorbar(cax, ticks=[0, 2.019], orientation='vertical')\n",
    "cbar.ax.set_yticklabels(['0', '$\\sqrt{2}$a$_0$/2']) # horizontal colorbar\n",
    "cbar.set_label('z-Coordinate (Angstroms)', rotation=90)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So how did I choose `2.019` for the tick mark on the colorbar? Simple. I looked at the minimum and maximum z-coordinates for the dataset (it was nice because even the grain boundary atoms stayed in the $\\{110\\}$ planes).  Knowing that it is a BCC crystal structure in the $<110> direction$, there is a $\\sqrt(2)/2$ spacing between $\\{110\\}$ planes.  So, the lattice constant for this interatomic potential must be: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lattice Constant, a0: 2.8553113245669044 Angstroms\n"
     ]
    }
   ],
   "source": [
    "print(\"Lattice Constant, a0:\", 2*(data1[:,3].max()-data1[:,3].min())/np.sqrt(2), \"Angstroms\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I guess you could color it by another colormap, too.  Let's look in the matplotlib colormap dictionary `plt.cm.__dict__`.  Hmm, it looks like there is a variable `datad` (for data dictionary?)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Blues': ((0.9686274509803922, 0.984313725490196, 1.0),\n",
       "  (0.8705882352941177, 0.9215686274509803, 0.9686274509803922),\n",
       "  (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "  (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "  (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "  (0.25882352941176473, 0.5725490196078431, 0.7764705882352941),\n",
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       "  (0.03137254901960784, 0.18823529411764706, 0.4196078431372549)),\n",
       " 'BrBG': ((0.32941176470588235, 0.18823529411764706, 0.0196078431372549),\n",
       "  (0.5490196078431373, 0.3176470588235294, 0.0392156862745098),\n",
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       "  (0.0, 0.23529411764705882, 0.18823529411764706)),\n",
       " 'BuGn': ((0.9686274509803922, 0.9882352941176471, 0.9921568627450981),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.9764705882352941),\n",
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       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'BuPu': ((0.9686274509803922, 0.9882352941176471, 0.9921568627450981),\n",
       "  (0.8784313725490196, 0.9254901960784314, 0.9568627450980393),\n",
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       "  (0.5333333333333333, 0.2549019607843137, 0.615686274509804),\n",
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       "  (0.30196078431372547, 0.0, 0.29411764705882354)),\n",
       " 'CMRmap': {'red': ((0.0, 0.0, 0.0),\n",
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       "   (0.375, 0.6, 0.6),\n",
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       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.125, 0.15, 0.15),\n",
       "   (0.25, 0.15, 0.15),\n",
       "   (0.375, 0.2, 0.2),\n",
       "   (0.5, 0.25, 0.25),\n",
       "   (0.625, 0.5, 0.5),\n",
       "   (0.75, 0.75, 0.75),\n",
       "   (0.875, 0.9, 0.9),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
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       "   (0.25, 0.75, 0.75),\n",
       "   (0.375, 0.5, 0.5),\n",
       "   (0.5, 0.15, 0.15),\n",
       "   (0.625, 0.0, 0.0),\n",
       "   (0.75, 0.1, 0.1),\n",
       "   (0.875, 0.5, 0.5),\n",
       "   (1.0, 1.0, 1.0))},\n",
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       "  (0.8784313725490196, 0.9529411764705882, 0.8588235294117647),\n",
       "  (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "  (0.6588235294117647, 0.8666666666666667, 0.7098039215686275),\n",
       "  (0.4823529411764706, 0.8, 0.7686274509803922),\n",
       "  (0.3058823529411765, 0.7019607843137254, 0.8274509803921568),\n",
       "  (0.16862745098039217, 0.5490196078431373, 0.7450980392156863),\n",
       "  (0.03137254901960784, 0.40784313725490196, 0.6745098039215687),\n",
       "  (0.03137254901960784, 0.25098039215686274, 0.5058823529411764)),\n",
       " 'Greens': ((0.9686274509803922, 0.9882352941176471, 0.9607843137254902),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.8784313725490196),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "  (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "  (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.13725490196078433, 0.5450980392156862, 0.27058823529411763),\n",
       "  (0.0, 0.42745098039215684, 0.17254901960784313),\n",
       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'Greys': ((1.0, 1.0, 1.0),\n",
       "  (0.9411764705882353, 0.9411764705882353, 0.9411764705882353),\n",
       "  (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
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       "  (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "  (0.45098039215686275, 0.45098039215686275, 0.45098039215686275),\n",
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       "  (0.1450980392156863, 0.1450980392156863, 0.1450980392156863),\n",
       "  (0.0, 0.0, 0.0)),\n",
       " 'OrRd': ((1.0, 0.9686274509803922, 0.9254901960784314),\n",
       "  (0.996078431372549, 0.9098039215686274, 0.7843137254901961),\n",
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       "  (0.7019607843137254, 0.0, 0.0),\n",
       "  (0.4980392156862745, 0.0, 0.0)),\n",
       " 'Oranges': ((1.0, 0.9607843137254902, 0.9215686274509803),\n",
       "  (0.996078431372549, 0.9019607843137255, 0.807843137254902),\n",
       "  (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.9450980392156862, 0.4117647058823529, 0.07450980392156863),\n",
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       "  (0.4980392156862745, 0.15294117647058825, 0.01568627450980392)),\n",
       " 'PRGn': ((0.25098039215686274, 0.0, 0.29411764705882354),\n",
       "  (0.4627450980392157, 0.16470588235294117, 0.5137254901960784),\n",
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       "  (0.7607843137254902, 0.6470588235294118, 0.8117647058823529),\n",
       "  (0.9058823529411765, 0.8313725490196079, 0.9098039215686274),\n",
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       "  (0.10588235294117647, 0.47058823529411764, 0.21568627450980393),\n",
       "  (0.0, 0.26666666666666666, 0.10588235294117647)),\n",
       " 'PiYG': ((0.5568627450980392, 0.00392156862745098, 0.3215686274509804),\n",
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       "  (0.4980392156862745, 0.7372549019607844, 0.2549019607843137),\n",
       "  (0.30196078431372547, 0.5725490196078431, 0.12941176470588237),\n",
       "  (0.15294117647058825, 0.39215686274509803, 0.09803921568627451)),\n",
       " 'PuBu': ((1.0, 0.9686274509803922, 0.984313725490196),\n",
       "  (0.9254901960784314, 0.9058823529411765, 0.9490196078431372),\n",
       "  (0.8156862745098039, 0.8196078431372549, 0.9019607843137255),\n",
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       "  (0.00784313725490196, 0.2196078431372549, 0.34509803921568627)),\n",
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       "  (0.9254901960784314, 0.8862745098039215, 0.9411764705882353),\n",
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       "  (0.00392156862745098, 0.27450980392156865, 0.21176470588235294)),\n",
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       "  (0.403921568627451, 0.0, 0.12156862745098039)),\n",
       " 'Purples': ((0.9882352941176471, 0.984313725490196, 0.9921568627450981),\n",
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       "  (0.2627450980392157, 0.5764705882352941, 0.7647058823529411),\n",
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       "  (0.0196078431372549, 0.18823529411764706, 0.3803921568627451)),\n",
       " 'RdGy': ((0.403921568627451, 0.0, 0.12156862745098039),\n",
       "  (0.6980392156862745, 0.09411764705882353, 0.16862745098039217),\n",
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       "  (0.9568627450980393, 0.6470588235294118, 0.5098039215686274),\n",
       "  (0.9921568627450981, 0.8588235294117647, 0.7803921568627451),\n",
       "  (1.0, 1.0, 1.0),\n",
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       "  (0.7294117647058823, 0.7294117647058823, 0.7294117647058823),\n",
       "  (0.5294117647058824, 0.5294117647058824, 0.5294117647058824),\n",
       "  (0.30196078431372547, 0.30196078431372547, 0.30196078431372547),\n",
       "  (0.10196078431372549, 0.10196078431372549, 0.10196078431372549)),\n",
       " 'RdPu': ((1.0, 0.9686274509803922, 0.9529411764705882),\n",
       "  (0.9921568627450981, 0.8784313725490196, 0.8666666666666667),\n",
       "  (0.9882352941176471, 0.7725490196078432, 0.7529411764705882),\n",
       "  (0.9803921568627451, 0.6235294117647059, 0.7098039215686275),\n",
       "  (0.9686274509803922, 0.40784313725490196, 0.6313725490196078),\n",
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       "  (0.6823529411764706, 0.00392156862745098, 0.49411764705882355),\n",
       "  (0.47843137254901963, 0.00392156862745098, 0.4666666666666667),\n",
       "  (0.28627450980392155, 0.0, 0.41568627450980394)),\n",
       " 'RdYlBu': ((0.6470588235294118, 0.0, 0.14901960784313725),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5647058823529412),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.8784313725490196, 0.9529411764705882, 0.9725490196078431),\n",
       "  (0.6705882352941176, 0.8509803921568627, 0.9137254901960784),\n",
       "  (0.4549019607843137, 0.6784313725490196, 0.8196078431372549),\n",
       "  (0.27058823529411763, 0.4588235294117647, 0.7058823529411765),\n",
       "  (0.19215686274509805, 0.21176470588235294, 0.5843137254901961)),\n",
       " 'RdYlGn': ((0.6470588235294118, 0.0, 0.14901960784313725),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.8509803921568627, 0.9372549019607843, 0.5450980392156862),\n",
       "  (0.6509803921568628, 0.8509803921568627, 0.41568627450980394),\n",
       "  (0.4, 0.7411764705882353, 0.38823529411764707),\n",
       "  (0.10196078431372549, 0.596078431372549, 0.3137254901960784),\n",
       "  (0.0, 0.40784313725490196, 0.21568627450980393)),\n",
       " 'Reds': ((1.0, 0.9607843137254902, 0.9411764705882353),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.8235294117647058),\n",
       "  (0.9882352941176471, 0.7333333333333333, 0.6313725490196078),\n",
       "  (0.9882352941176471, 0.5725490196078431, 0.4470588235294118),\n",
       "  (0.984313725490196, 0.41568627450980394, 0.2901960784313726),\n",
       "  (0.9372549019607843, 0.23137254901960785, 0.17254901960784313),\n",
       "  (0.796078431372549, 0.09411764705882353, 0.11372549019607843),\n",
       "  (0.6470588235294118, 0.058823529411764705, 0.08235294117647057),\n",
       "  (0.403921568627451, 0.0, 0.05098039215686274)),\n",
       " 'Spectral': ((0.6196078431372549, 0.00392156862745098, 0.25882352941176473),\n",
       "  (0.8352941176470589, 0.24313725490196078, 0.30980392156862746),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.9019607843137255, 0.9607843137254902, 0.596078431372549),\n",
       "  (0.6705882352941176, 0.8666666666666667, 0.6431372549019608),\n",
       "  (0.4, 0.7607843137254902, 0.6470588235294118),\n",
       "  (0.19607843137254902, 0.5333333333333333, 0.7411764705882353),\n",
       "  (0.3686274509803922, 0.30980392156862746, 0.6352941176470588)),\n",
       " 'Wistia': {'red': [(0.0, 0.8941176470588236, 0.8941176470588236),\n",
       "   (0.25, 1.0, 1.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.75, 1.0, 1.0),\n",
       "   (1.0, 0.9882352941176471, 0.9882352941176471)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.25, 0.9098039215686274, 0.9098039215686274),\n",
       "   (0.5, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.75, 0.6274509803921569, 0.6274509803921569),\n",
       "   (1.0, 0.4980392156862745, 0.4980392156862745)],\n",
       "  'blue': [(0.0, 0.47843137254901963, 0.47843137254901963),\n",
       "   (0.25, 0.10196078431372549, 0.10196078431372549),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.75, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'YlGn': ((1.0, 1.0, 0.8980392156862745),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.7254901960784313),\n",
       "  (0.8509803921568627, 0.9411764705882353, 0.6392156862745098),\n",
       "  (0.6784313725490196, 0.8666666666666667, 0.5568627450980392),\n",
       "  (0.47058823529411764, 0.7764705882352941, 0.4745098039215686),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.13725490196078433, 0.5176470588235295, 0.2627450980392157),\n",
       "  (0.0, 0.40784313725490196, 0.21568627450980393),\n",
       "  (0.0, 0.27058823529411763, 0.1607843137254902)),\n",
       " 'YlGnBu': ((1.0, 1.0, 0.8509803921568627),\n",
       "  (0.9294117647058824, 0.9725490196078431, 0.6941176470588235),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7058823529411765),\n",
       "  (0.4980392156862745, 0.803921568627451, 0.7333333333333333),\n",
       "  (0.2549019607843137, 0.7137254901960784, 0.7686274509803922),\n",
       "  (0.11372549019607843, 0.5686274509803921, 0.7529411764705882),\n",
       "  (0.13333333333333333, 0.3686274509803922, 0.6588235294117647),\n",
       "  (0.1450980392156863, 0.20392156862745098, 0.5803921568627451),\n",
       "  (0.03137254901960784, 0.11372549019607843, 0.34509803921568627)),\n",
       " 'YlOrBr': ((1.0, 1.0, 0.8980392156862745),\n",
       "  (1.0, 0.9686274509803922, 0.7372549019607844),\n",
       "  (0.996078431372549, 0.8901960784313725, 0.5686274509803921),\n",
       "  (0.996078431372549, 0.7686274509803922, 0.30980392156862746),\n",
       "  (0.996078431372549, 0.6, 0.1607843137254902),\n",
       "  (0.9254901960784314, 0.4392156862745098, 0.0784313725490196),\n",
       "  (0.8, 0.2980392156862745, 0.00784313725490196),\n",
       "  (0.6, 0.20392156862745098, 0.01568627450980392),\n",
       "  (0.4, 0.1450980392156863, 0.02352941176470588)),\n",
       " 'YlOrRd': ((1.0, 1.0, 0.8),\n",
       "  (1.0, 0.9294117647058824, 0.6274509803921569),\n",
       "  (0.996078431372549, 0.8509803921568627, 0.4627450980392157),\n",
       "  (0.996078431372549, 0.6980392156862745, 0.2980392156862745),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.9882352941176471, 0.3058823529411765, 0.16470588235294117),\n",
       "  (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "  (0.7411764705882353, 0.0, 0.14901960784313725),\n",
       "  (0.5019607843137255, 0.0, 0.14901960784313725)),\n",
       " 'afmhot': {'red': <function matplotlib._cm._g34(x)>,\n",
       "  'green': <function matplotlib._cm._g35(x)>,\n",
       "  'blue': <function matplotlib._cm._g36(x)>},\n",
       " 'autumn': {'red': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (1.0, 0.0, 0.0))},\n",
       " 'binary': {'red': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'green': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0))},\n",
       " 'bone': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.746032, 0.652778, 0.652778),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.365079, 0.319444, 0.319444),\n",
       "   (0.746032, 0.777778, 0.777778),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (0.365079, 0.444444, 0.444444), (1.0, 1.0, 1.0))},\n",
       " 'brg': ((0.0, 0.0, 1.0), (1.0, 0.0, 0.0), (0.0, 1.0, 0.0)),\n",
       " 'bwr': ((0.0, 0.0, 1.0), (1.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       " 'cool': {'red': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0))},\n",
       " 'coolwarm': {'red': [(0.0, 0.2298057, 0.2298057),\n",
       "   (0.03125, 0.26623388, 0.26623388),\n",
       "   (0.0625, 0.30386891, 0.30386891),\n",
       "   (0.09375, 0.342804478, 0.342804478),\n",
       "   (0.125, 0.38301334, 0.38301334),\n",
       "   (0.15625, 0.424369608, 0.424369608),\n",
       "   (0.1875, 0.46666708, 0.46666708),\n",
       "   (0.21875, 0.509635204, 0.509635204),\n",
       "   (0.25, 0.552953156, 0.552953156),\n",
       "   (0.28125, 0.596262162, 0.596262162),\n",
       "   (0.3125, 0.639176211, 0.639176211),\n",
       "   (0.34375, 0.681291281, 0.681291281),\n",
       "   (0.375, 0.722193294, 0.722193294),\n",
       "   (0.40625, 0.761464949, 0.761464949),\n",
       "   (0.4375, 0.798691636, 0.798691636),\n",
       "   (0.46875, 0.833466556, 0.833466556),\n",
       "   (0.5, 0.865395197, 0.865395197),\n",
       "   (0.53125, 0.897787179, 0.897787179),\n",
       "   (0.5625, 0.924127593, 0.924127593),\n",
       "   (0.59375, 0.944468518, 0.944468518),\n",
       "   (0.625, 0.958852946, 0.958852946),\n",
       "   (0.65625, 0.96732803, 0.96732803),\n",
       "   (0.6875, 0.969954137, 0.969954137),\n",
       "   (0.71875, 0.966811177, 0.966811177),\n",
       "   (0.75, 0.958003065, 0.958003065),\n",
       "   (0.78125, 0.943660866, 0.943660866),\n",
       "   (0.8125, 0.923944917, 0.923944917),\n",
       "   (0.84375, 0.89904617, 0.89904617),\n",
       "   (0.875, 0.869186849, 0.869186849),\n",
       "   (0.90625, 0.834620542, 0.834620542),\n",
       "   (0.9375, 0.795631745, 0.795631745),\n",
       "   (0.96875, 0.752534934, 0.752534934),\n",
       "   (1.0, 0.705673158, 0.705673158)],\n",
       "  'green': [(0.0, 0.298717966, 0.298717966),\n",
       "   (0.03125, 0.353094838, 0.353094838),\n",
       "   (0.0625, 0.406535296, 0.406535296),\n",
       "   (0.09375, 0.458757618, 0.458757618),\n",
       "   (0.125, 0.50941904, 0.50941904),\n",
       "   (0.15625, 0.558148092, 0.558148092),\n",
       "   (0.1875, 0.604562568, 0.604562568),\n",
       "   (0.21875, 0.648280772, 0.648280772),\n",
       "   (0.25, 0.688929332, 0.688929332),\n",
       "   (0.28125, 0.726149107, 0.726149107),\n",
       "   (0.3125, 0.759599947, 0.759599947),\n",
       "   (0.34375, 0.788964712, 0.788964712),\n",
       "   (0.375, 0.813952739, 0.813952739),\n",
       "   (0.40625, 0.834302879, 0.834302879),\n",
       "   (0.4375, 0.849786142, 0.849786142),\n",
       "   (0.46875, 0.860207984, 0.860207984),\n",
       "   (0.5, 0.86541021, 0.86541021),\n",
       "   (0.53125, 0.848937047, 0.848937047),\n",
       "   (0.5625, 0.827384882, 0.827384882),\n",
       "   (0.59375, 0.800927443, 0.800927443),\n",
       "   (0.625, 0.769767752, 0.769767752),\n",
       "   (0.65625, 0.734132809, 0.734132809),\n",
       "   (0.6875, 0.694266682, 0.694266682),\n",
       "   (0.71875, 0.650421156, 0.650421156),\n",
       "   (0.75, 0.602842431, 0.602842431),\n",
       "   (0.78125, 0.551750968, 0.551750968),\n",
       "   (0.8125, 0.49730856, 0.49730856),\n",
       "   (0.84375, 0.439559467, 0.439559467),\n",
       "   (0.875, 0.378313092, 0.378313092),\n",
       "   (0.90625, 0.312874446, 0.312874446),\n",
       "   (0.9375, 0.24128379, 0.24128379),\n",
       "   (0.96875, 0.157246067, 0.157246067),\n",
       "   (1.0, 0.01555616, 0.01555616)],\n",
       "  'blue': [(0.0, 0.753683153, 0.753683153),\n",
       "   (0.03125, 0.801466763, 0.801466763),\n",
       "   (0.0625, 0.84495867, 0.84495867),\n",
       "   (0.09375, 0.883725899, 0.883725899),\n",
       "   (0.125, 0.917387822, 0.917387822),\n",
       "   (0.15625, 0.945619588, 0.945619588),\n",
       "   (0.1875, 0.968154911, 0.968154911),\n",
       "   (0.21875, 0.98478814, 0.98478814),\n",
       "   (0.25, 0.995375608, 0.995375608),\n",
       "   (0.28125, 0.999836203, 0.999836203),\n",
       "   (0.3125, 0.998151185, 0.998151185),\n",
       "   (0.34375, 0.990363227, 0.990363227),\n",
       "   (0.375, 0.976574709, 0.976574709),\n",
       "   (0.40625, 0.956945269, 0.956945269),\n",
       "   (0.4375, 0.931688648, 0.931688648),\n",
       "   (0.46875, 0.901068838, 0.901068838),\n",
       "   (0.5, 0.865395561, 0.865395561),\n",
       "   (0.53125, 0.820880546, 0.820880546),\n",
       "   (0.5625, 0.774508472, 0.774508472),\n",
       "   (0.59375, 0.726736146, 0.726736146),\n",
       "   (0.625, 0.678007945, 0.678007945),\n",
       "   (0.65625, 0.628751763, 0.628751763),\n",
       "   (0.6875, 0.579375448, 0.579375448),\n",
       "   (0.71875, 0.530263762, 0.530263762),\n",
       "   (0.75, 0.481775914, 0.481775914),\n",
       "   (0.78125, 0.434243684, 0.434243684),\n",
       "   (0.8125, 0.387970225, 0.387970225),\n",
       "   (0.84375, 0.343229596, 0.343229596),\n",
       "   (0.875, 0.300267182, 0.300267182),\n",
       "   (0.90625, 0.259301199, 0.259301199),\n",
       "   (0.9375, 0.220525627, 0.220525627),\n",
       "   (0.96875, 0.184115123, 0.184115123),\n",
       "   (1.0, 0.150232812, 0.150232812)]},\n",
       " 'copper': {'red': ((0.0, 0.0, 0.0), (0.809524, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 0.7812, 0.7812)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (1.0, 0.4975, 0.4975))},\n",
       " 'cubehelix': {'red': functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, -0.14861, 1.78277),\n",
       "  'green': functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, -0.29227, -0.90649),\n",
       "  'blue': functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, 1.97294, 0.0)},\n",
       " 'flag': {'red': <function matplotlib._cm._flag_red(x)>,\n",
       "  'green': <function matplotlib._cm._flag_green(x)>,\n",
       "  'blue': <function matplotlib._cm._flag_blue(x)>},\n",
       " 'gist_earth': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.2824, 0.1882, 0.1882),\n",
       "   (0.4588, 0.2714, 0.2714),\n",
       "   (0.549, 0.4719, 0.4719),\n",
       "   (0.698, 0.7176, 0.7176),\n",
       "   (0.7882, 0.7553, 0.7553),\n",
       "   (1.0, 0.9922, 0.9922)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.0275, 0.0, 0.0),\n",
       "   (0.1098, 0.1893, 0.1893),\n",
       "   (0.1647, 0.3035, 0.3035),\n",
       "   (0.2078, 0.3841, 0.3841),\n",
       "   (0.2824, 0.502, 0.502),\n",
       "   (0.5216, 0.6397, 0.6397),\n",
       "   (0.698, 0.7171, 0.7171),\n",
       "   (0.7882, 0.6392, 0.6392),\n",
       "   (0.7922, 0.6413, 0.6413),\n",
       "   (0.8, 0.6447, 0.6447),\n",
       "   (0.8078, 0.6481, 0.6481),\n",
       "   (0.8157, 0.6549, 0.6549),\n",
       "   (0.8667, 0.6991, 0.6991),\n",
       "   (0.8745, 0.7103, 0.7103),\n",
       "   (0.8824, 0.7216, 0.7216),\n",
       "   (0.8902, 0.7323, 0.7323),\n",
       "   (0.898, 0.743, 0.743),\n",
       "   (0.9412, 0.8275, 0.8275),\n",
       "   (0.9569, 0.8635, 0.8635),\n",
       "   (0.9647, 0.8816, 0.8816),\n",
       "   (0.9961, 0.9733, 0.9733),\n",
       "   (1.0, 0.9843, 0.9843)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.0039, 0.1684, 0.1684),\n",
       "   (0.0078, 0.2212, 0.2212),\n",
       "   (0.0275, 0.4329, 0.4329),\n",
       "   (0.0314, 0.4549, 0.4549),\n",
       "   (0.2824, 0.5004, 0.5004),\n",
       "   (0.4667, 0.2748, 0.2748),\n",
       "   (0.5451, 0.3205, 0.3205),\n",
       "   (0.7843, 0.3961, 0.3961),\n",
       "   (0.8941, 0.6651, 0.6651),\n",
       "   (1.0, 0.9843, 0.9843))},\n",
       " 'gist_gray': {'red': <function matplotlib._cm._g3(x)>,\n",
       "  'green': <function matplotlib._cm._g3(x)>,\n",
       "  'blue': <function matplotlib._cm._g3(x)>},\n",
       " 'gist_heat': {'red': <function matplotlib._cm._gist_heat_red(x)>,\n",
       "  'green': <function matplotlib._cm._gist_heat_green(x)>,\n",
       "  'blue': <function matplotlib._cm._gist_heat_blue(x)>},\n",
       " 'gist_ncar': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.3098, 0.0, 0.0),\n",
       "   (0.3725, 0.3993, 0.3993),\n",
       "   (0.4235, 0.5003, 0.5003),\n",
       "   (0.5333, 1.0, 1.0),\n",
       "   (0.7922, 1.0, 1.0),\n",
       "   (0.8471, 0.6218, 0.6218),\n",
       "   (0.898, 0.9235, 0.9235),\n",
       "   (1.0, 0.9961, 0.9961)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.051, 0.3722, 0.3722),\n",
       "   (0.1059, 0.0, 0.0),\n",
       "   (0.1569, 0.7202, 0.7202),\n",
       "   (0.1608, 0.7537, 0.7537),\n",
       "   (0.1647, 0.7752, 0.7752),\n",
       "   (0.2157, 1.0, 1.0),\n",
       "   (0.2588, 0.9804, 0.9804),\n",
       "   (0.2706, 0.9804, 0.9804),\n",
       "   (0.3176, 1.0, 1.0),\n",
       "   (0.3686, 0.8081, 0.8081),\n",
       "   (0.4275, 1.0, 1.0),\n",
       "   (0.5216, 1.0, 1.0),\n",
       "   (0.6314, 0.7292, 0.7292),\n",
       "   (0.6863, 0.2796, 0.2796),\n",
       "   (0.7451, 0.0, 0.0),\n",
       "   (0.7922, 0.0, 0.0),\n",
       "   (0.8431, 0.1753, 0.1753),\n",
       "   (0.898, 0.5, 0.5),\n",
       "   (1.0, 0.9725, 0.9725)),\n",
       "  'blue': ((0.0, 0.502, 0.502),\n",
       "   (0.051, 0.0222, 0.0222),\n",
       "   (0.1098, 1.0, 1.0),\n",
       "   (0.2039, 1.0, 1.0),\n",
       "   (0.2627, 0.6145, 0.6145),\n",
       "   (0.3216, 0.0, 0.0),\n",
       "   (0.4157, 0.0, 0.0),\n",
       "   (0.4745, 0.2342, 0.2342),\n",
       "   (0.5333, 0.0, 0.0),\n",
       "   (0.5804, 0.0, 0.0),\n",
       "   (0.6314, 0.0549, 0.0549),\n",
       "   (0.6902, 0.0, 0.0),\n",
       "   (0.7373, 0.0, 0.0),\n",
       "   (0.7922, 0.9738, 0.9738),\n",
       "   (0.8, 1.0, 1.0),\n",
       "   (0.8431, 1.0, 1.0),\n",
       "   (0.898, 0.9341, 0.9341),\n",
       "   (1.0, 0.9961, 0.9961))},\n",
       " 'gist_rainbow': ((0.0, (1.0, 0.0, 0.16)),\n",
       "  (0.03, (1.0, 0.0, 0.0)),\n",
       "  (0.215, (1.0, 1.0, 0.0)),\n",
       "  (0.4, (0.0, 1.0, 0.0)),\n",
       "  (0.586, (0.0, 1.0, 1.0)),\n",
       "  (0.77, (0.0, 0.0, 1.0)),\n",
       "  (0.954, (1.0, 0.0, 1.0)),\n",
       "  (1.0, (1.0, 0.0, 0.75))),\n",
       " 'gist_stern': {'red': ((0.0, 0.0, 0.0),\n",
       "   (0.0547, 1.0, 1.0),\n",
       "   (0.25, 0.027, 0.25),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0, 0, 0), (1, 1, 1)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.735, 0.0, 0.0),\n",
       "   (1.0, 1.0, 1.0))},\n",
       " 'gist_yarg': {'red': <function matplotlib._cm._gist_yarg(x)>,\n",
       "  'green': <function matplotlib._cm._gist_yarg(x)>,\n",
       "  'blue': <function matplotlib._cm._gist_yarg(x)>},\n",
       " 'gnuplot': {'red': <function matplotlib._cm._g7(x)>,\n",
       "  'green': <function matplotlib._cm._g5(x)>,\n",
       "  'blue': <function matplotlib._cm._g15(x)>},\n",
       " 'gnuplot2': {'red': <function matplotlib._cm._g30(x)>,\n",
       "  'green': <function matplotlib._cm._g31(x)>,\n",
       "  'blue': <function matplotlib._cm._g32(x)>},\n",
       " 'gray': {'red': ((0.0, 0, 0), (1.0, 1, 1)),\n",
       "  'green': ((0.0, 0, 0), (1.0, 1, 1)),\n",
       "  'blue': ((0.0, 0, 0), (1.0, 1, 1))},\n",
       " 'hot': {'red': ((0.0, 0.0416, 0.0416), (0.365079, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.365079, 0.0, 0.0),\n",
       "   (0.746032, 1.0, 1.0),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0), (0.746032, 0.0, 0.0), (1.0, 1.0, 1.0))},\n",
       " 'hsv': {'red': ((0.0, 1.0, 1.0),\n",
       "   (0.15873, 1.0, 1.0),\n",
       "   (0.174603, 0.96875, 0.96875),\n",
       "   (0.333333, 0.03125, 0.03125),\n",
       "   (0.349206, 0.0, 0.0),\n",
       "   (0.666667, 0.0, 0.0),\n",
       "   (0.68254, 0.03125, 0.03125),\n",
       "   (0.84127, 0.96875, 0.96875),\n",
       "   (0.857143, 1.0, 1.0),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.15873, 0.9375, 0.9375),\n",
       "   (0.174603, 1.0, 1.0),\n",
       "   (0.507937, 1.0, 1.0),\n",
       "   (0.666667, 0.0625, 0.0625),\n",
       "   (0.68254, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.333333, 0.0, 0.0),\n",
       "   (0.349206, 0.0625, 0.0625),\n",
       "   (0.507937, 1.0, 1.0),\n",
       "   (0.84127, 1.0, 1.0),\n",
       "   (0.857143, 0.9375, 0.9375),\n",
       "   (1.0, 0.09375, 0.09375))},\n",
       " 'jet': {'red': ((0.0, 0, 0),\n",
       "   (0.35, 0, 0),\n",
       "   (0.66, 1, 1),\n",
       "   (0.89, 1, 1),\n",
       "   (1, 0.5, 0.5)),\n",
       "  'green': ((0.0, 0, 0),\n",
       "   (0.125, 0, 0),\n",
       "   (0.375, 1, 1),\n",
       "   (0.64, 1, 1),\n",
       "   (0.91, 0, 0),\n",
       "   (1, 0, 0)),\n",
       "  'blue': ((0.0, 0.5, 0.5),\n",
       "   (0.11, 1, 1),\n",
       "   (0.34, 1, 1),\n",
       "   (0.65, 0, 0),\n",
       "   (1, 0, 0))},\n",
       " 'nipy_spectral': {'red': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.4667, 0.4667),\n",
       "   (0.1, 0.5333, 0.5333),\n",
       "   (0.15, 0.0, 0.0),\n",
       "   (0.2, 0.0, 0.0),\n",
       "   (0.25, 0.0, 0.0),\n",
       "   (0.3, 0.0, 0.0),\n",
       "   (0.35, 0.0, 0.0),\n",
       "   (0.4, 0.0, 0.0),\n",
       "   (0.45, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.0, 0.0),\n",
       "   (0.65, 0.7333, 0.7333),\n",
       "   (0.7, 0.9333, 0.9333),\n",
       "   (0.75, 1.0, 1.0),\n",
       "   (0.8, 1.0, 1.0),\n",
       "   (0.85, 1.0, 1.0),\n",
       "   (0.9, 0.8667, 0.8667),\n",
       "   (0.95, 0.8, 0.8),\n",
       "   (1.0, 0.8, 0.8)],\n",
       "  'green': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.0, 0.0),\n",
       "   (0.1, 0.0, 0.0),\n",
       "   (0.15, 0.0, 0.0),\n",
       "   (0.2, 0.0, 0.0),\n",
       "   (0.25, 0.4667, 0.4667),\n",
       "   (0.3, 0.6, 0.6),\n",
       "   (0.35, 0.6667, 0.6667),\n",
       "   (0.4, 0.6667, 0.6667),\n",
       "   (0.45, 0.6, 0.6),\n",
       "   (0.5, 0.7333, 0.7333),\n",
       "   (0.55, 0.8667, 0.8667),\n",
       "   (0.6, 1.0, 1.0),\n",
       "   (0.65, 1.0, 1.0),\n",
       "   (0.7, 0.9333, 0.9333),\n",
       "   (0.75, 0.8, 0.8),\n",
       "   (0.8, 0.6, 0.6),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.0, 0.0),\n",
       "   (0.95, 0.0, 0.0),\n",
       "   (1.0, 0.8, 0.8)],\n",
       "  'blue': [(0.0, 0.0, 0.0),\n",
       "   (0.05, 0.5333, 0.5333),\n",
       "   (0.1, 0.6, 0.6),\n",
       "   (0.15, 0.6667, 0.6667),\n",
       "   (0.2, 0.8667, 0.8667),\n",
       "   (0.25, 0.8667, 0.8667),\n",
       "   (0.3, 0.8667, 0.8667),\n",
       "   (0.35, 0.6667, 0.6667),\n",
       "   (0.4, 0.5333, 0.5333),\n",
       "   (0.45, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.0, 0.0),\n",
       "   (0.65, 0.0, 0.0),\n",
       "   (0.7, 0.0, 0.0),\n",
       "   (0.75, 0.0, 0.0),\n",
       "   (0.8, 0.0, 0.0),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.0, 0.0),\n",
       "   (0.95, 0.0, 0.0),\n",
       "   (1.0, 0.8, 0.8)]},\n",
       " 'ocean': {'red': <function matplotlib._cm._g23(x)>,\n",
       "  'green': <function matplotlib._cm._g28(x)>,\n",
       "  'blue': <function matplotlib._cm._g3(x)>},\n",
       " 'pink': {'red': ((0.0, 0.1178, 0.1178),\n",
       "   (0.015873, 0.195857, 0.195857),\n",
       "   (0.031746, 0.250661, 0.250661),\n",
       "   (0.047619, 0.295468, 0.295468),\n",
       "   (0.063492, 0.334324, 0.334324),\n",
       "   (0.079365, 0.369112, 0.369112),\n",
       "   (0.095238, 0.400892, 0.400892),\n",
       "   (0.111111, 0.430331, 0.430331),\n",
       "   (0.126984, 0.457882, 0.457882),\n",
       "   (0.142857, 0.483867, 0.483867),\n",
       "   (0.15873, 0.508525, 0.508525),\n",
       "   (0.174603, 0.532042, 0.532042),\n",
       "   (0.190476, 0.554563, 0.554563),\n",
       "   (0.206349, 0.576204, 0.576204),\n",
       "   (0.222222, 0.597061, 0.597061),\n",
       "   (0.238095, 0.617213, 0.617213),\n",
       "   (0.253968, 0.636729, 0.636729),\n",
       "   (0.269841, 0.655663, 0.655663),\n",
       "   (0.285714, 0.674066, 0.674066),\n",
       "   (0.301587, 0.69198, 0.69198),\n",
       "   (0.31746, 0.709441, 0.709441),\n",
       "   (0.333333, 0.726483, 0.726483),\n",
       "   (0.349206, 0.743134, 0.743134),\n",
       "   (0.365079, 0.759421, 0.759421),\n",
       "   (0.380952, 0.766356, 0.766356),\n",
       "   (0.396825, 0.773229, 0.773229),\n",
       "   (0.412698, 0.780042, 0.780042),\n",
       "   (0.428571, 0.786796, 0.786796),\n",
       "   (0.444444, 0.793492, 0.793492),\n",
       "   (0.460317, 0.800132, 0.800132),\n",
       "   (0.47619, 0.806718, 0.806718),\n",
       "   (0.492063, 0.81325, 0.81325),\n",
       "   (0.507937, 0.81973, 0.81973),\n",
       "   (0.52381, 0.82616, 0.82616),\n",
       "   (0.539683, 0.832539, 0.832539),\n",
       "   (0.555556, 0.83887, 0.83887),\n",
       "   (0.571429, 0.845154, 0.845154),\n",
       "   (0.587302, 0.851392, 0.851392),\n",
       "   (0.603175, 0.857584, 0.857584),\n",
       "   (0.619048, 0.863731, 0.863731),\n",
       "   (0.634921, 0.869835, 0.869835),\n",
       "   (0.650794, 0.875897, 0.875897),\n",
       "   (0.666667, 0.881917, 0.881917),\n",
       "   (0.68254, 0.887896, 0.887896),\n",
       "   (0.698413, 0.893835, 0.893835),\n",
       "   (0.714286, 0.899735, 0.899735),\n",
       "   (0.730159, 0.905597, 0.905597),\n",
       "   (0.746032, 0.911421, 0.911421),\n",
       "   (0.761905, 0.917208, 0.917208),\n",
       "   (0.777778, 0.922958, 0.922958),\n",
       "   (0.793651, 0.928673, 0.928673),\n",
       "   (0.809524, 0.934353, 0.934353),\n",
       "   (0.825397, 0.939999, 0.939999),\n",
       "   (0.84127, 0.945611, 0.945611),\n",
       "   (0.857143, 0.95119, 0.95119),\n",
       "   (0.873016, 0.956736, 0.956736),\n",
       "   (0.888889, 0.96225, 0.96225),\n",
       "   (0.904762, 0.967733, 0.967733),\n",
       "   (0.920635, 0.973185, 0.973185),\n",
       "   (0.936508, 0.978607, 0.978607),\n",
       "   (0.952381, 0.983999, 0.983999),\n",
       "   (0.968254, 0.989361, 0.989361),\n",
       "   (0.984127, 0.994695, 0.994695),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0),\n",
       "   (0.015873, 0.102869, 0.102869),\n",
       "   (0.031746, 0.145479, 0.145479),\n",
       "   (0.047619, 0.178174, 0.178174),\n",
       "   (0.063492, 0.205738, 0.205738),\n",
       "   (0.079365, 0.230022, 0.230022),\n",
       "   (0.095238, 0.251976, 0.251976),\n",
       "   (0.111111, 0.272166, 0.272166),\n",
       "   (0.126984, 0.290957, 0.290957),\n",
       "   (0.142857, 0.308607, 0.308607),\n",
       "   (0.15873, 0.3253, 0.3253),\n",
       "   (0.174603, 0.341178, 0.341178),\n",
       "   (0.190476, 0.356348, 0.356348),\n",
       "   (0.206349, 0.370899, 0.370899),\n",
       "   (0.222222, 0.3849, 0.3849),\n",
       "   (0.238095, 0.39841, 0.39841),\n",
       "   (0.253968, 0.411476, 0.411476),\n",
       "   (0.269841, 0.424139, 0.424139),\n",
       "   (0.285714, 0.436436, 0.436436),\n",
       "   (0.301587, 0.448395, 0.448395),\n",
       "   (0.31746, 0.460044, 0.460044),\n",
       "   (0.333333, 0.471405, 0.471405),\n",
       "   (0.349206, 0.482498, 0.482498),\n",
       "   (0.365079, 0.493342, 0.493342),\n",
       "   (0.380952, 0.517549, 0.517549),\n",
       "   (0.396825, 0.540674, 0.540674),\n",
       "   (0.412698, 0.562849, 0.562849),\n",
       "   (0.428571, 0.584183, 0.584183),\n",
       "   (0.444444, 0.604765, 0.604765),\n",
       "   (0.460317, 0.624669, 0.624669),\n",
       "   (0.47619, 0.643958, 0.643958),\n",
       "   (0.492063, 0.662687, 0.662687),\n",
       "   (0.507937, 0.6809, 0.6809),\n",
       "   (0.52381, 0.698638, 0.698638),\n",
       "   (0.539683, 0.715937, 0.715937),\n",
       "   (0.555556, 0.732828, 0.732828),\n",
       "   (0.571429, 0.749338, 0.749338),\n",
       "   (0.587302, 0.765493, 0.765493),\n",
       "   (0.603175, 0.781313, 0.781313),\n",
       "   (0.619048, 0.796819, 0.796819),\n",
       "   (0.634921, 0.812029, 0.812029),\n",
       "   (0.650794, 0.82696, 0.82696),\n",
       "   (0.666667, 0.841625, 0.841625),\n",
       "   (0.68254, 0.85604, 0.85604),\n",
       "   (0.698413, 0.870216, 0.870216),\n",
       "   (0.714286, 0.884164, 0.884164),\n",
       "   (0.730159, 0.897896, 0.897896),\n",
       "   (0.746032, 0.911421, 0.911421),\n",
       "   (0.761905, 0.917208, 0.917208),\n",
       "   (0.777778, 0.922958, 0.922958),\n",
       "   (0.793651, 0.928673, 0.928673),\n",
       "   (0.809524, 0.934353, 0.934353),\n",
       "   (0.825397, 0.939999, 0.939999),\n",
       "   (0.84127, 0.945611, 0.945611),\n",
       "   (0.857143, 0.95119, 0.95119),\n",
       "   (0.873016, 0.956736, 0.956736),\n",
       "   (0.888889, 0.96225, 0.96225),\n",
       "   (0.904762, 0.967733, 0.967733),\n",
       "   (0.920635, 0.973185, 0.973185),\n",
       "   (0.936508, 0.978607, 0.978607),\n",
       "   (0.952381, 0.983999, 0.983999),\n",
       "   (0.968254, 0.989361, 0.989361),\n",
       "   (0.984127, 0.994695, 0.994695),\n",
       "   (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.0, 0.0),\n",
       "   (0.015873, 0.102869, 0.102869),\n",
       "   (0.031746, 0.145479, 0.145479),\n",
       "   (0.047619, 0.178174, 0.178174),\n",
       "   (0.063492, 0.205738, 0.205738),\n",
       "   (0.079365, 0.230022, 0.230022),\n",
       "   (0.095238, 0.251976, 0.251976),\n",
       "   (0.111111, 0.272166, 0.272166),\n",
       "   (0.126984, 0.290957, 0.290957),\n",
       "   (0.142857, 0.308607, 0.308607),\n",
       "   (0.15873, 0.3253, 0.3253),\n",
       "   (0.174603, 0.341178, 0.341178),\n",
       "   (0.190476, 0.356348, 0.356348),\n",
       "   (0.206349, 0.370899, 0.370899),\n",
       "   (0.222222, 0.3849, 0.3849),\n",
       "   (0.238095, 0.39841, 0.39841),\n",
       "   (0.253968, 0.411476, 0.411476),\n",
       "   (0.269841, 0.424139, 0.424139),\n",
       "   (0.285714, 0.436436, 0.436436),\n",
       "   (0.301587, 0.448395, 0.448395),\n",
       "   (0.31746, 0.460044, 0.460044),\n",
       "   (0.333333, 0.471405, 0.471405),\n",
       "   (0.349206, 0.482498, 0.482498),\n",
       "   (0.365079, 0.493342, 0.493342),\n",
       "   (0.380952, 0.503953, 0.503953),\n",
       "   (0.396825, 0.514344, 0.514344),\n",
       "   (0.412698, 0.524531, 0.524531),\n",
       "   (0.428571, 0.534522, 0.534522),\n",
       "   (0.444444, 0.544331, 0.544331),\n",
       "   (0.460317, 0.553966, 0.553966),\n",
       "   (0.47619, 0.563436, 0.563436),\n",
       "   (0.492063, 0.57275, 0.57275),\n",
       "   (0.507937, 0.581914, 0.581914),\n",
       "   (0.52381, 0.590937, 0.590937),\n",
       "   (0.539683, 0.599824, 0.599824),\n",
       "   (0.555556, 0.608581, 0.608581),\n",
       "   (0.571429, 0.617213, 0.617213),\n",
       "   (0.587302, 0.625727, 0.625727),\n",
       "   (0.603175, 0.634126, 0.634126),\n",
       "   (0.619048, 0.642416, 0.642416),\n",
       "   (0.634921, 0.6506, 0.6506),\n",
       "   (0.650794, 0.658682, 0.658682),\n",
       "   (0.666667, 0.666667, 0.666667),\n",
       "   (0.68254, 0.674556, 0.674556),\n",
       "   (0.698413, 0.682355, 0.682355),\n",
       "   (0.714286, 0.690066, 0.690066),\n",
       "   (0.730159, 0.697691, 0.697691),\n",
       "   (0.746032, 0.705234, 0.705234),\n",
       "   (0.761905, 0.727166, 0.727166),\n",
       "   (0.777778, 0.748455, 0.748455),\n",
       "   (0.793651, 0.769156, 0.769156),\n",
       "   (0.809524, 0.789314, 0.789314),\n",
       "   (0.825397, 0.808969, 0.808969),\n",
       "   (0.84127, 0.828159, 0.828159),\n",
       "   (0.857143, 0.846913, 0.846913),\n",
       "   (0.873016, 0.865261, 0.865261),\n",
       "   (0.888889, 0.883229, 0.883229),\n",
       "   (0.904762, 0.900837, 0.900837),\n",
       "   (0.920635, 0.918109, 0.918109),\n",
       "   (0.936508, 0.935061, 0.935061),\n",
       "   (0.952381, 0.951711, 0.951711),\n",
       "   (0.968254, 0.968075, 0.968075),\n",
       "   (0.984127, 0.984167, 0.984167),\n",
       "   (1.0, 1.0, 1.0))},\n",
       " 'prism': {'red': <function matplotlib._cm._prism_red(x)>,\n",
       "  'green': <function matplotlib._cm._prism_green(x)>,\n",
       "  'blue': <function matplotlib._cm._prism_blue(x)>},\n",
       " 'rainbow': {'red': <function matplotlib._cm._g33(x)>,\n",
       "  'green': <function matplotlib._cm._g13(x)>,\n",
       "  'blue': <function matplotlib._cm._g10(x)>},\n",
       " 'seismic': ((0.0, 0.0, 0.3),\n",
       "  (0.0, 0.0, 1.0),\n",
       "  (1.0, 1.0, 1.0),\n",
       "  (1.0, 0.0, 0.0),\n",
       "  (0.5, 0.0, 0.0)),\n",
       " 'spring': {'red': ((0.0, 1.0, 1.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.0, 0.0))},\n",
       " 'summer': {'red': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'green': ((0.0, 0.5, 0.5), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 0.4, 0.4), (1.0, 0.4, 0.4))},\n",
       " 'terrain': ((0.0, (0.2, 0.2, 0.6)),\n",
       "  (0.15, (0.0, 0.6, 1.0)),\n",
       "  (0.25, (0.0, 0.8, 0.4)),\n",
       "  (0.5, (1.0, 1.0, 0.6)),\n",
       "  (0.75, (0.5, 0.36, 0.33)),\n",
       "  (1.0, (1.0, 1.0, 1.0))),\n",
       " 'winter': {'red': ((0.0, 0.0, 0.0), (1.0, 0.0, 0.0)),\n",
       "  'green': ((0.0, 0.0, 0.0), (1.0, 1.0, 1.0)),\n",
       "  'blue': ((0.0, 1.0, 1.0), (1.0, 0.5, 0.5))},\n",
       " 'Accent': {'listed': ((0.4980392156862745,\n",
       "    0.788235294117647,\n",
       "    0.4980392156862745),\n",
       "   (0.7450980392156863, 0.6823529411764706, 0.8313725490196079),\n",
       "   (0.9921568627450981, 0.7529411764705882, 0.5254901960784314),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.2196078431372549, 0.4235294117647059, 0.6901960784313725),\n",
       "   (0.9411764705882353, 0.00784313725490196, 0.4980392156862745),\n",
       "   (0.7490196078431373, 0.3568627450980392, 0.09019607843137253),\n",
       "   (0.4, 0.4, 0.4))},\n",
       " 'Dark2': {'listed': ((0.10588235294117647,\n",
       "    0.6196078431372549,\n",
       "    0.4666666666666667),\n",
       "   (0.8509803921568627, 0.37254901960784315, 0.00784313725490196),\n",
       "   (0.4588235294117647, 0.4392156862745098, 0.7019607843137254),\n",
       "   (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
       "   (0.4, 0.6509803921568628, 0.11764705882352941),\n",
       "   (0.9019607843137255, 0.6705882352941176, 0.00784313725490196),\n",
       "   (0.6509803921568628, 0.4627450980392157, 0.11372549019607843),\n",
       "   (0.4, 0.4, 0.4))},\n",
       " 'Paired': {'listed': ((0.6509803921568628,\n",
       "    0.807843137254902,\n",
       "    0.8901960784313725),\n",
       "   (0.12156862745098039, 0.47058823529411764, 0.7058823529411765),\n",
       "   (0.6980392156862745, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.2, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.984313725490196, 0.6039215686274509, 0.6),\n",
       "   (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "   (0.9921568627450981, 0.7490196078431373, 0.43529411764705883),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (0.792156862745098, 0.6980392156862745, 0.8392156862745098),\n",
       "   (0.41568627450980394, 0.23921568627450981, 0.6039215686274509),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.6941176470588235, 0.34901960784313724, 0.1568627450980392))},\n",
       " 'Pastel1': {'listed': ((0.984313725490196,\n",
       "    0.7058823529411765,\n",
       "    0.6823529411764706),\n",
       "   (0.7019607843137254, 0.803921568627451, 0.8901960784313725),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (0.8705882352941177, 0.796078431372549, 0.8941176470588236),\n",
       "   (0.996078431372549, 0.8509803921568627, 0.6509803921568628),\n",
       "   (1.0, 1.0, 0.8),\n",
       "   (0.8980392156862745, 0.8470588235294118, 0.7411764705882353),\n",
       "   (0.9921568627450981, 0.8549019607843137, 0.9254901960784314),\n",
       "   (0.9490196078431372, 0.9490196078431372, 0.9490196078431372))},\n",
       " 'Pastel2': {'listed': ((0.7019607843137254,\n",
       "    0.8862745098039215,\n",
       "    0.803921568627451),\n",
       "   (0.9921568627450981, 0.803921568627451, 0.6745098039215687),\n",
       "   (0.796078431372549, 0.8352941176470589, 0.9098039215686274),\n",
       "   (0.9568627450980393, 0.792156862745098, 0.8941176470588236),\n",
       "   (0.9019607843137255, 0.9607843137254902, 0.788235294117647),\n",
       "   (1.0, 0.9490196078431372, 0.6823529411764706),\n",
       "   (0.9450980392156862, 0.8862745098039215, 0.8),\n",
       "   (0.8, 0.8, 0.8))},\n",
       " 'Set1': {'listed': ((0.8941176470588236,\n",
       "    0.10196078431372549,\n",
       "    0.10980392156862745),\n",
       "   (0.21568627450980393, 0.49411764705882355, 0.7215686274509804),\n",
       "   (0.30196078431372547, 0.6862745098039216, 0.2901960784313726),\n",
       "   (0.596078431372549, 0.3058823529411765, 0.6392156862745098),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (1.0, 1.0, 0.2),\n",
       "   (0.6509803921568628, 0.33725490196078434, 0.1568627450980392),\n",
       "   (0.9686274509803922, 0.5058823529411764, 0.7490196078431373),\n",
       "   (0.6, 0.6, 0.6))},\n",
       " 'Set2': {'listed': ((0.4, 0.7607843137254902, 0.6470588235294118),\n",
       "   (0.9882352941176471, 0.5529411764705883, 0.3843137254901961),\n",
       "   (0.5529411764705883, 0.6274509803921569, 0.796078431372549),\n",
       "   (0.9058823529411765, 0.5411764705882353, 0.7647058823529411),\n",
       "   (0.6509803921568628, 0.8470588235294118, 0.32941176470588235),\n",
       "   (1.0, 0.8509803921568627, 0.1843137254901961),\n",
       "   (0.8980392156862745, 0.7686274509803922, 0.5803921568627451),\n",
       "   (0.7019607843137254, 0.7019607843137254, 0.7019607843137254))},\n",
       " 'Set3': {'listed': ((0.5529411764705883,\n",
       "    0.8274509803921568,\n",
       "    0.7803921568627451),\n",
       "   (1.0, 1.0, 0.7019607843137254),\n",
       "   (0.7450980392156863, 0.7294117647058823, 0.8549019607843137),\n",
       "   (0.984313725490196, 0.5019607843137255, 0.4470588235294118),\n",
       "   (0.5019607843137255, 0.6941176470588235, 0.8274509803921568),\n",
       "   (0.9921568627450981, 0.7058823529411765, 0.3843137254901961),\n",
       "   (0.7019607843137254, 0.8705882352941177, 0.4117647058823529),\n",
       "   (0.9882352941176471, 0.803921568627451, 0.8980392156862745),\n",
       "   (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
       "   (0.7372549019607844, 0.5019607843137255, 0.7411764705882353),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (1.0, 0.9294117647058824, 0.43529411764705883))},\n",
       " 'tab10': {'listed': ((0.12156862745098039,\n",
       "    0.4666666666666667,\n",
       "    0.7058823529411765),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.09019607843137255, 0.7450980392156863, 0.8117647058823529))},\n",
       " 'tab20': {'listed': ((0.12156862745098039,\n",
       "    0.4666666666666667,\n",
       "    0.7058823529411765),\n",
       "   (0.6823529411764706, 0.7803921568627451, 0.9098039215686274),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (1.0, 0.7333333333333333, 0.47058823529411764),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.596078431372549, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (1.0, 0.596078431372549, 0.5882352941176471),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (0.7725490196078432, 0.6901960784313725, 0.8352941176470589),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.7686274509803922, 0.611764705882353, 0.5803921568627451),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.9686274509803922, 0.7137254901960784, 0.8235294117647058),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.7803921568627451, 0.7803921568627451, 0.7803921568627451),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.8588235294117647, 0.8588235294117647, 0.5529411764705883),\n",
       "   (0.09019607843137255, 0.7450980392156863, 0.8117647058823529),\n",
       "   (0.6196078431372549, 0.8549019607843137, 0.8980392156862745))},\n",
       " 'tab20b': {'listed': ((0.2235294117647059,\n",
       "    0.23137254901960785,\n",
       "    0.4745098039215686),\n",
       "   (0.3215686274509804, 0.32941176470588235, 0.6392156862745098),\n",
       "   (0.4196078431372549, 0.43137254901960786, 0.8117647058823529),\n",
       "   (0.611764705882353, 0.6196078431372549, 0.8705882352941177),\n",
       "   (0.38823529411764707, 0.4745098039215686, 0.2235294117647059),\n",
       "   (0.5490196078431373, 0.6352941176470588, 0.3215686274509804),\n",
       "   (0.7098039215686275, 0.8117647058823529, 0.4196078431372549),\n",
       "   (0.807843137254902, 0.8588235294117647, 0.611764705882353),\n",
       "   (0.5490196078431373, 0.42745098039215684, 0.19215686274509805),\n",
       "   (0.7411764705882353, 0.6196078431372549, 0.2235294117647059),\n",
       "   (0.9058823529411765, 0.7294117647058823, 0.3215686274509804),\n",
       "   (0.9058823529411765, 0.796078431372549, 0.5803921568627451),\n",
       "   (0.5176470588235295, 0.23529411764705882, 0.2235294117647059),\n",
       "   (0.6784313725490196, 0.28627450980392155, 0.2901960784313726),\n",
       "   (0.8392156862745098, 0.3803921568627451, 0.4196078431372549),\n",
       "   (0.9058823529411765, 0.5882352941176471, 0.611764705882353),\n",
       "   (0.4823529411764706, 0.2549019607843137, 0.45098039215686275),\n",
       "   (0.6470588235294118, 0.3176470588235294, 0.5803921568627451),\n",
       "   (0.807843137254902, 0.42745098039215684, 0.7411764705882353),\n",
       "   (0.8705882352941177, 0.6196078431372549, 0.8392156862745098))},\n",
       " 'tab20c': {'listed': ((0.19215686274509805,\n",
       "    0.5098039215686274,\n",
       "    0.7411764705882353),\n",
       "   (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "   (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "   (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "   (0.9019607843137255, 0.3333333333333333, 0.050980392156862744),\n",
       "   (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "   (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "   (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "   (0.19215686274509805, 0.6392156862745098, 0.32941176470588235),\n",
       "   (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "   (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "   (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "   (0.4588235294117647, 0.4196078431372549, 0.6941176470588235),\n",
       "   (0.6196078431372549, 0.6039215686274509, 0.7843137254901961),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.8627450980392157),\n",
       "   (0.8549019607843137, 0.8549019607843137, 0.9215686274509803),\n",
       "   (0.38823529411764707, 0.38823529411764707, 0.38823529411764707),\n",
       "   (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "   (0.7411764705882353, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.8509803921568627, 0.8509803921568627, 0.8509803921568627))},\n",
       " 'Blues_r': [(0.03137254901960784, 0.18823529411764706, 0.4196078431372549),\n",
       "  (0.03137254901960784, 0.3176470588235294, 0.611764705882353),\n",
       "  (0.12941176470588237, 0.44313725490196076, 0.7098039215686275),\n",
       "  (0.25882352941176473, 0.5725490196078431, 0.7764705882352941),\n",
       "  (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "  (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "  (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "  (0.8705882352941177, 0.9215686274509803, 0.9686274509803922),\n",
       "  (0.9686274509803922, 0.984313725490196, 1.0)],\n",
       " 'BrBG_r': [(0.0, 0.23529411764705882, 0.18823529411764706),\n",
       "  (0.00392156862745098, 0.4, 0.3686274509803922),\n",
       "  (0.20784313725490197, 0.592156862745098, 0.5607843137254902),\n",
       "  (0.5019607843137255, 0.803921568627451, 0.7568627450980392),\n",
       "  (0.7803921568627451, 0.9176470588235294, 0.8980392156862745),\n",
       "  (0.9607843137254902, 0.9607843137254902, 0.9607843137254902),\n",
       "  (0.9647058823529412, 0.9098039215686274, 0.7647058823529411),\n",
       "  (0.8745098039215686, 0.7607843137254902, 0.49019607843137253),\n",
       "  (0.7490196078431373, 0.5058823529411764, 0.17647058823529413),\n",
       "  (0.5490196078431373, 0.3176470588235294, 0.0392156862745098),\n",
       "  (0.32941176470588235, 0.18823529411764706, 0.0196078431372549)],\n",
       " 'BuGn_r': [(0.0, 0.26666666666666666, 0.10588235294117647),\n",
       "  (0.0, 0.42745098039215684, 0.17254901960784313),\n",
       "  (0.13725490196078433, 0.5450980392156862, 0.27058823529411763),\n",
       "  (0.2549019607843137, 0.6823529411764706, 0.4627450980392157),\n",
       "  (0.4, 0.7607843137254902, 0.6431372549019608),\n",
       "  (0.6, 0.8470588235294118, 0.788235294117647),\n",
       "  (0.8, 0.9254901960784314, 0.9019607843137255),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.9764705882352941),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.9921568627450981)],\n",
       " 'BuPu_r': [(0.30196078431372547, 0.0, 0.29411764705882354),\n",
       "  (0.5058823529411764, 0.05882352941176471, 0.48627450980392156),\n",
       "  (0.5333333333333333, 0.2549019607843137, 0.615686274509804),\n",
       "  (0.5490196078431373, 0.4196078431372549, 0.6941176470588235),\n",
       "  (0.5490196078431373, 0.5882352941176471, 0.7764705882352941),\n",
       "  (0.6196078431372549, 0.7372549019607844, 0.8549019607843137),\n",
       "  (0.7490196078431373, 0.8274509803921568, 0.9019607843137255),\n",
       "  (0.8784313725490196, 0.9254901960784314, 0.9568627450980393),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.9921568627450981)],\n",
       " 'CMRmap_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.125, 0.9, 0.9),\n",
       "   (0.25, 0.9, 0.9),\n",
       "   (0.375, 0.9, 0.9),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.625, 0.6, 0.6),\n",
       "   (0.75, 0.3, 0.3),\n",
       "   (0.875, 0.15, 0.15),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.125, 0.9, 0.9),\n",
       "   (0.25, 0.75, 0.75),\n",
       "   (0.375, 0.5, 0.5),\n",
       "   (0.5, 0.25, 0.25),\n",
       "   (0.625, 0.2, 0.2),\n",
       "   (0.75, 0.15, 0.15),\n",
       "   (0.875, 0.15, 0.15),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 1.0, 1.0),\n",
       "   (0.125, 0.5, 0.5),\n",
       "   (0.25, 0.1, 0.1),\n",
       "   (0.375, 0.0, 0.0),\n",
       "   (0.5, 0.15, 0.15),\n",
       "   (0.625, 0.5, 0.5),\n",
       "   (0.75, 0.75, 0.75),\n",
       "   (0.875, 0.5, 0.5),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'GnBu_r': [(0.03137254901960784, 0.25098039215686274, 0.5058823529411764),\n",
       "  (0.03137254901960784, 0.40784313725490196, 0.6745098039215687),\n",
       "  (0.16862745098039217, 0.5490196078431373, 0.7450980392156863),\n",
       "  (0.3058823529411765, 0.7019607843137254, 0.8274509803921568),\n",
       "  (0.4823529411764706, 0.8, 0.7686274509803922),\n",
       "  (0.6588235294117647, 0.8666666666666667, 0.7098039215686275),\n",
       "  (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "  (0.8784313725490196, 0.9529411764705882, 0.8588235294117647),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.9411764705882353)],\n",
       " 'Greens_r': [(0.0, 0.26666666666666666, 0.10588235294117647),\n",
       "  (0.0, 0.42745098039215684, 0.17254901960784313),\n",
       "  (0.13725490196078433, 0.5450980392156862, 0.27058823529411763),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "  (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "  (0.8980392156862745, 0.9607843137254902, 0.8784313725490196),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.9607843137254902)],\n",
       " 'Greys_r': [(0.0, 0.0, 0.0),\n",
       "  (0.1450980392156863, 0.1450980392156863, 0.1450980392156863),\n",
       "  (0.3215686274509804, 0.3215686274509804, 0.3215686274509804),\n",
       "  (0.45098039215686275, 0.45098039215686275, 0.45098039215686275),\n",
       "  (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "  (0.7411764705882353, 0.7411764705882353, 0.7411764705882353),\n",
       "  (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
       "  (0.9411764705882353, 0.9411764705882353, 0.9411764705882353),\n",
       "  (1.0, 1.0, 1.0)],\n",
       " 'OrRd_r': [(0.4980392156862745, 0.0, 0.0),\n",
       "  (0.7019607843137254, 0.0, 0.0),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.12156862745098039),\n",
       "  (0.9372549019607843, 0.396078431372549, 0.2823529411764706),\n",
       "  (0.9882352941176471, 0.5529411764705883, 0.34901960784313724),\n",
       "  (0.9921568627450981, 0.7333333333333333, 0.5176470588235295),\n",
       "  (0.9921568627450981, 0.8313725490196079, 0.6196078431372549),\n",
       "  (0.996078431372549, 0.9098039215686274, 0.7843137254901961),\n",
       "  (1.0, 0.9686274509803922, 0.9254901960784314)],\n",
       " 'Oranges_r': [(0.4980392156862745, 0.15294117647058825, 0.01568627450980392),\n",
       "  (0.6509803921568628, 0.21176470588235294, 0.01176470588235294),\n",
       "  (0.8509803921568627, 0.2823529411764706, 0.00392156862745098),\n",
       "  (0.9450980392156862, 0.4117647058823529, 0.07450980392156863),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "  (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "  (0.996078431372549, 0.9019607843137255, 0.807843137254902),\n",
       "  (1.0, 0.9607843137254902, 0.9215686274509803)],\n",
       " 'PRGn_r': [(0.0, 0.26666666666666666, 0.10588235294117647),\n",
       "  (0.10588235294117647, 0.47058823529411764, 0.21568627450980393),\n",
       "  (0.35294117647058826, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.6509803921568628, 0.8588235294117647, 0.6274509803921569),\n",
       "  (0.8509803921568627, 0.9411764705882353, 0.8274509803921568),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.9058823529411765, 0.8313725490196079, 0.9098039215686274),\n",
       "  (0.7607843137254902, 0.6470588235294118, 0.8117647058823529),\n",
       "  (0.6, 0.4392156862745098, 0.6705882352941176),\n",
       "  (0.4627450980392157, 0.16470588235294117, 0.5137254901960784),\n",
       "  (0.25098039215686274, 0.0, 0.29411764705882354)],\n",
       " 'PiYG_r': [(0.15294117647058825, 0.39215686274509803, 0.09803921568627451),\n",
       "  (0.30196078431372547, 0.5725490196078431, 0.12941176470588237),\n",
       "  (0.4980392156862745, 0.7372549019607844, 0.2549019607843137),\n",
       "  (0.7215686274509804, 0.8823529411764706, 0.5254901960784314),\n",
       "  (0.9019607843137255, 0.9607843137254902, 0.8156862745098039),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.9921568627450981, 0.8784313725490196, 0.9372549019607843),\n",
       "  (0.9450980392156862, 0.7137254901960784, 0.8549019607843137),\n",
       "  (0.8705882352941177, 0.4666666666666667, 0.6823529411764706),\n",
       "  (0.7725490196078432, 0.10588235294117647, 0.49019607843137253),\n",
       "  (0.5568627450980392, 0.00392156862745098, 0.3215686274509804)],\n",
       " 'PuBu_r': [(0.00784313725490196, 0.2196078431372549, 0.34509803921568627),\n",
       "  (0.01568627450980392, 0.35294117647058826, 0.5529411764705883),\n",
       "  (0.0196078431372549, 0.4392156862745098, 0.6901960784313725),\n",
       "  (0.21176470588235294, 0.5647058823529412, 0.7529411764705882),\n",
       "  (0.4549019607843137, 0.6627450980392157, 0.8117647058823529),\n",
       "  (0.6509803921568628, 0.7411764705882353, 0.8588235294117647),\n",
       "  (0.8156862745098039, 0.8196078431372549, 0.9019607843137255),\n",
       "  (0.9254901960784314, 0.9058823529411765, 0.9490196078431372),\n",
       "  (1.0, 0.9686274509803922, 0.984313725490196)],\n",
       " 'PuBuGn_r': [(0.00392156862745098, 0.27450980392156865, 0.21176470588235294),\n",
       "  (0.00392156862745098, 0.4235294117647059, 0.34901960784313724),\n",
       "  (0.00784313725490196, 0.5058823529411764, 0.5411764705882353),\n",
       "  (0.21176470588235294, 0.5647058823529412, 0.7529411764705882),\n",
       "  (0.403921568627451, 0.6627450980392157, 0.8117647058823529),\n",
       "  (0.6509803921568628, 0.7411764705882353, 0.8588235294117647),\n",
       "  (0.8156862745098039, 0.8196078431372549, 0.9019607843137255),\n",
       "  (0.9254901960784314, 0.8862745098039215, 0.9411764705882353),\n",
       "  (1.0, 0.9686274509803922, 0.984313725490196)],\n",
       " 'PuOr_r': [(0.17647058823529413, 0.0, 0.29411764705882354),\n",
       "  (0.32941176470588235, 0.15294117647058825, 0.5333333333333333),\n",
       "  (0.5019607843137255, 0.45098039215686275, 0.6745098039215687),\n",
       "  (0.6980392156862745, 0.6705882352941176, 0.8235294117647058),\n",
       "  (0.8470588235294118, 0.8549019607843137, 0.9215686274509803),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.7137254901960784),\n",
       "  (0.9921568627450981, 0.7215686274509804, 0.38823529411764707),\n",
       "  (0.8784313725490196, 0.5098039215686274, 0.0784313725490196),\n",
       "  (0.7019607843137254, 0.34509803921568627, 0.02352941176470588),\n",
       "  (0.4980392156862745, 0.23137254901960785, 0.03137254901960784)],\n",
       " 'PuRd_r': [(0.403921568627451, 0.0, 0.12156862745098039),\n",
       "  (0.596078431372549, 0.0, 0.2627450980392157),\n",
       "  (0.807843137254902, 0.07058823529411765, 0.33725490196078434),\n",
       "  (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
       "  (0.8745098039215686, 0.396078431372549, 0.6901960784313725),\n",
       "  (0.788235294117647, 0.5803921568627451, 0.7803921568627451),\n",
       "  (0.8313725490196079, 0.7254901960784313, 0.8549019607843137),\n",
       "  (0.9058823529411765, 0.8823529411764706, 0.9372549019607843),\n",
       "  (0.9686274509803922, 0.9568627450980393, 0.9764705882352941)],\n",
       " 'Purples_r': [(0.24705882352941178, 0.0, 0.49019607843137253),\n",
       "  (0.32941176470588235, 0.15294117647058825, 0.5607843137254902),\n",
       "  (0.41568627450980394, 0.3176470588235294, 0.6392156862745098),\n",
       "  (0.5019607843137255, 0.49019607843137253, 0.7294117647058823),\n",
       "  (0.6196078431372549, 0.6039215686274509, 0.7843137254901961),\n",
       "  (0.7372549019607844, 0.7411764705882353, 0.8627450980392157),\n",
       "  (0.8549019607843137, 0.8549019607843137, 0.9215686274509803),\n",
       "  (0.9372549019607843, 0.9294117647058824, 0.9607843137254902),\n",
       "  (0.9882352941176471, 0.984313725490196, 0.9921568627450981)],\n",
       " 'RdBu_r': [(0.0196078431372549, 0.18823529411764706, 0.3803921568627451),\n",
       "  (0.12941176470588237, 0.4, 0.6745098039215687),\n",
       "  (0.2627450980392157, 0.5764705882352941, 0.7647058823529411),\n",
       "  (0.5725490196078431, 0.7725490196078432, 0.8705882352941177),\n",
       "  (0.8196078431372549, 0.8980392156862745, 0.9411764705882353),\n",
       "  (0.9686274509803922, 0.9686274509803922, 0.9686274509803922),\n",
       "  (0.9921568627450981, 0.8588235294117647, 0.7803921568627451),\n",
       "  (0.9568627450980393, 0.6470588235294118, 0.5098039215686274),\n",
       "  (0.8392156862745098, 0.3764705882352941, 0.30196078431372547),\n",
       "  (0.6980392156862745, 0.09411764705882353, 0.16862745098039217),\n",
       "  (0.403921568627451, 0.0, 0.12156862745098039)],\n",
       " 'RdGy_r': [(0.10196078431372549, 0.10196078431372549, 0.10196078431372549),\n",
       "  (0.30196078431372547, 0.30196078431372547, 0.30196078431372547),\n",
       "  (0.5294117647058824, 0.5294117647058824, 0.5294117647058824),\n",
       "  (0.7294117647058823, 0.7294117647058823, 0.7294117647058823),\n",
       "  (0.8784313725490196, 0.8784313725490196, 0.8784313725490196),\n",
       "  (1.0, 1.0, 1.0),\n",
       "  (0.9921568627450981, 0.8588235294117647, 0.7803921568627451),\n",
       "  (0.9568627450980393, 0.6470588235294118, 0.5098039215686274),\n",
       "  (0.8392156862745098, 0.3764705882352941, 0.30196078431372547),\n",
       "  (0.6980392156862745, 0.09411764705882353, 0.16862745098039217),\n",
       "  (0.403921568627451, 0.0, 0.12156862745098039)],\n",
       " 'RdPu_r': [(0.28627450980392155, 0.0, 0.41568627450980394),\n",
       "  (0.47843137254901963, 0.00392156862745098, 0.4666666666666667),\n",
       "  (0.6823529411764706, 0.00392156862745098, 0.49411764705882355),\n",
       "  (0.8666666666666667, 0.20392156862745098, 0.592156862745098),\n",
       "  (0.9686274509803922, 0.40784313725490196, 0.6313725490196078),\n",
       "  (0.9803921568627451, 0.6235294117647059, 0.7098039215686275),\n",
       "  (0.9882352941176471, 0.7725490196078432, 0.7529411764705882),\n",
       "  (0.9921568627450981, 0.8784313725490196, 0.8666666666666667),\n",
       "  (1.0, 0.9686274509803922, 0.9529411764705882)],\n",
       " 'RdYlBu_r': [(0.19215686274509805, 0.21176470588235294, 0.5843137254901961),\n",
       "  (0.27058823529411763, 0.4588235294117647, 0.7058823529411765),\n",
       "  (0.4549019607843137, 0.6784313725490196, 0.8196078431372549),\n",
       "  (0.6705882352941176, 0.8509803921568627, 0.9137254901960784),\n",
       "  (0.8784313725490196, 0.9529411764705882, 0.9725490196078431),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5647058823529412),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.6470588235294118, 0.0, 0.14901960784313725)],\n",
       " 'RdYlGn_r': [(0.0, 0.40784313725490196, 0.21568627450980393),\n",
       "  (0.10196078431372549, 0.596078431372549, 0.3137254901960784),\n",
       "  (0.4, 0.7411764705882353, 0.38823529411764707),\n",
       "  (0.6509803921568628, 0.8509803921568627, 0.41568627450980394),\n",
       "  (0.8509803921568627, 0.9372549019607843, 0.5450980392156862),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.8431372549019608, 0.18823529411764706, 0.15294117647058825),\n",
       "  (0.6470588235294118, 0.0, 0.14901960784313725)],\n",
       " 'Reds_r': [(0.403921568627451, 0.0, 0.05098039215686274),\n",
       "  (0.6470588235294118, 0.058823529411764705, 0.08235294117647057),\n",
       "  (0.796078431372549, 0.09411764705882353, 0.11372549019607843),\n",
       "  (0.9372549019607843, 0.23137254901960785, 0.17254901960784313),\n",
       "  (0.984313725490196, 0.41568627450980394, 0.2901960784313726),\n",
       "  (0.9882352941176471, 0.5725490196078431, 0.4470588235294118),\n",
       "  (0.9882352941176471, 0.7333333333333333, 0.6313725490196078),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.8235294117647058),\n",
       "  (1.0, 0.9607843137254902, 0.9411764705882353)],\n",
       " 'Spectral_r': [(0.3686274509803922, 0.30980392156862746, 0.6352941176470588),\n",
       "  (0.19607843137254902, 0.5333333333333333, 0.7411764705882353),\n",
       "  (0.4, 0.7607843137254902, 0.6470588235294118),\n",
       "  (0.6705882352941176, 0.8666666666666667, 0.6431372549019608),\n",
       "  (0.9019607843137255, 0.9607843137254902, 0.596078431372549),\n",
       "  (1.0, 1.0, 0.7490196078431373),\n",
       "  (0.996078431372549, 0.8784313725490196, 0.5450980392156862),\n",
       "  (0.9921568627450981, 0.6823529411764706, 0.3803921568627451),\n",
       "  (0.9568627450980393, 0.42745098039215684, 0.2627450980392157),\n",
       "  (0.8352941176470589, 0.24313725490196078, 0.30980392156862746),\n",
       "  (0.6196078431372549, 0.00392156862745098, 0.25882352941176473)],\n",
       " 'Wistia_r': {'red': [(0.0, 0.9882352941176471, 0.9882352941176471),\n",
       "   (0.25, 1.0, 1.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (0.75, 1.0, 1.0),\n",
       "   (1.0, 0.8941176470588236, 0.8941176470588236)],\n",
       "  'green': [(0.0, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.25, 0.6274509803921569, 0.6274509803921569),\n",
       "   (0.5, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.75, 0.9098039215686274, 0.9098039215686274),\n",
       "   (1.0, 1.0, 1.0)],\n",
       "  'blue': [(0.0, 0.0, 0.0),\n",
       "   (0.25, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.75, 0.10196078431372549, 0.10196078431372549),\n",
       "   (1.0, 0.47843137254901963, 0.47843137254901963)]},\n",
       " 'YlGn_r': [(0.0, 0.27058823529411763, 0.1607843137254902),\n",
       "  (0.0, 0.40784313725490196, 0.21568627450980393),\n",
       "  (0.13725490196078433, 0.5176470588235295, 0.2627450980392157),\n",
       "  (0.2549019607843137, 0.6705882352941176, 0.36470588235294116),\n",
       "  (0.47058823529411764, 0.7764705882352941, 0.4745098039215686),\n",
       "  (0.6784313725490196, 0.8666666666666667, 0.5568627450980392),\n",
       "  (0.8509803921568627, 0.9411764705882353, 0.6392156862745098),\n",
       "  (0.9686274509803922, 0.9882352941176471, 0.7254901960784313),\n",
       "  (1.0, 1.0, 0.8980392156862745)],\n",
       " 'YlGnBu_r': [(0.03137254901960784, 0.11372549019607843, 0.34509803921568627),\n",
       "  (0.1450980392156863, 0.20392156862745098, 0.5803921568627451),\n",
       "  (0.13333333333333333, 0.3686274509803922, 0.6588235294117647),\n",
       "  (0.11372549019607843, 0.5686274509803921, 0.7529411764705882),\n",
       "  (0.2549019607843137, 0.7137254901960784, 0.7686274509803922),\n",
       "  (0.4980392156862745, 0.803921568627451, 0.7333333333333333),\n",
       "  (0.7803921568627451, 0.9137254901960784, 0.7058823529411765),\n",
       "  (0.9294117647058824, 0.9725490196078431, 0.6941176470588235),\n",
       "  (1.0, 1.0, 0.8509803921568627)],\n",
       " 'YlOrBr_r': [(0.4, 0.1450980392156863, 0.02352941176470588),\n",
       "  (0.6, 0.20392156862745098, 0.01568627450980392),\n",
       "  (0.8, 0.2980392156862745, 0.00784313725490196),\n",
       "  (0.9254901960784314, 0.4392156862745098, 0.0784313725490196),\n",
       "  (0.996078431372549, 0.6, 0.1607843137254902),\n",
       "  (0.996078431372549, 0.7686274509803922, 0.30980392156862746),\n",
       "  (0.996078431372549, 0.8901960784313725, 0.5686274509803921),\n",
       "  (1.0, 0.9686274509803922, 0.7372549019607844),\n",
       "  (1.0, 1.0, 0.8980392156862745)],\n",
       " 'YlOrRd_r': [(0.5019607843137255, 0.0, 0.14901960784313725),\n",
       "  (0.7411764705882353, 0.0, 0.14901960784313725),\n",
       "  (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "  (0.9882352941176471, 0.3058823529411765, 0.16470588235294117),\n",
       "  (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "  (0.996078431372549, 0.6980392156862745, 0.2980392156862745),\n",
       "  (0.996078431372549, 0.8509803921568627, 0.4627450980392157),\n",
       "  (1.0, 0.9294117647058824, 0.6274509803921569),\n",
       "  (1.0, 1.0, 0.8)],\n",
       " 'afmhot_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g34 at 0x000001859A3051F8>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g35 at 0x000001859A305288>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g36 at 0x000001859A305318>)},\n",
       " 'autumn_r': {'red': [(0.0, 1.0, 1.0), (1.0, 1.0, 1.0)],\n",
       "  'green': [(0.0, 1.0, 1.0), (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.0, 0.0), (1.0, 0.0, 0.0)]},\n",
       " 'binary_r': {'red': [(0.0, 0.0, 0.0), (1.0, 1.0, 1.0)],\n",
       "  'green': [(0.0, 0.0, 0.0), (1.0, 1.0, 1.0)],\n",
       "  'blue': [(0.0, 0.0, 0.0), (1.0, 1.0, 1.0)]},\n",
       " 'bone_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.25396799999999997, 0.652778, 0.652778),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.25396799999999997, 0.777778, 0.777778),\n",
       "   (0.6349210000000001, 0.319444, 0.319444),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 1.0, 1.0),\n",
       "   (0.6349210000000001, 0.444444, 0.444444),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'brg_r': [(0.0, 1.0, 0.0), (1.0, 0.0, 0.0), (0.0, 0.0, 1.0)],\n",
       " 'bwr_r': [(1.0, 0.0, 0.0), (1.0, 1.0, 1.0), (0.0, 0.0, 1.0)],\n",
       " 'cool_r': {'red': [(0.0, 1.0, 1.0), (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 0.0, 0.0), (1.0, 1.0, 1.0)],\n",
       "  'blue': [(0.0, 1.0, 1.0), (1.0, 1.0, 1.0)]},\n",
       " 'coolwarm_r': {'red': [(0.0, 0.705673158, 0.705673158),\n",
       "   (0.03125, 0.752534934, 0.752534934),\n",
       "   (0.0625, 0.795631745, 0.795631745),\n",
       "   (0.09375, 0.834620542, 0.834620542),\n",
       "   (0.125, 0.869186849, 0.869186849),\n",
       "   (0.15625, 0.89904617, 0.89904617),\n",
       "   (0.1875, 0.923944917, 0.923944917),\n",
       "   (0.21875, 0.943660866, 0.943660866),\n",
       "   (0.25, 0.958003065, 0.958003065),\n",
       "   (0.28125, 0.966811177, 0.966811177),\n",
       "   (0.3125, 0.969954137, 0.969954137),\n",
       "   (0.34375, 0.96732803, 0.96732803),\n",
       "   (0.375, 0.958852946, 0.958852946),\n",
       "   (0.40625, 0.944468518, 0.944468518),\n",
       "   (0.4375, 0.924127593, 0.924127593),\n",
       "   (0.46875, 0.897787179, 0.897787179),\n",
       "   (0.5, 0.865395197, 0.865395197),\n",
       "   (0.53125, 0.833466556, 0.833466556),\n",
       "   (0.5625, 0.798691636, 0.798691636),\n",
       "   (0.59375, 0.761464949, 0.761464949),\n",
       "   (0.625, 0.722193294, 0.722193294),\n",
       "   (0.65625, 0.681291281, 0.681291281),\n",
       "   (0.6875, 0.639176211, 0.639176211),\n",
       "   (0.71875, 0.596262162, 0.596262162),\n",
       "   (0.75, 0.552953156, 0.552953156),\n",
       "   (0.78125, 0.509635204, 0.509635204),\n",
       "   (0.8125, 0.46666708, 0.46666708),\n",
       "   (0.84375, 0.424369608, 0.424369608),\n",
       "   (0.875, 0.38301334, 0.38301334),\n",
       "   (0.90625, 0.342804478, 0.342804478),\n",
       "   (0.9375, 0.30386891, 0.30386891),\n",
       "   (0.96875, 0.26623388, 0.26623388),\n",
       "   (1.0, 0.2298057, 0.2298057)],\n",
       "  'green': [(0.0, 0.01555616, 0.01555616),\n",
       "   (0.03125, 0.157246067, 0.157246067),\n",
       "   (0.0625, 0.24128379, 0.24128379),\n",
       "   (0.09375, 0.312874446, 0.312874446),\n",
       "   (0.125, 0.378313092, 0.378313092),\n",
       "   (0.15625, 0.439559467, 0.439559467),\n",
       "   (0.1875, 0.49730856, 0.49730856),\n",
       "   (0.21875, 0.551750968, 0.551750968),\n",
       "   (0.25, 0.602842431, 0.602842431),\n",
       "   (0.28125, 0.650421156, 0.650421156),\n",
       "   (0.3125, 0.694266682, 0.694266682),\n",
       "   (0.34375, 0.734132809, 0.734132809),\n",
       "   (0.375, 0.769767752, 0.769767752),\n",
       "   (0.40625, 0.800927443, 0.800927443),\n",
       "   (0.4375, 0.827384882, 0.827384882),\n",
       "   (0.46875, 0.848937047, 0.848937047),\n",
       "   (0.5, 0.86541021, 0.86541021),\n",
       "   (0.53125, 0.860207984, 0.860207984),\n",
       "   (0.5625, 0.849786142, 0.849786142),\n",
       "   (0.59375, 0.834302879, 0.834302879),\n",
       "   (0.625, 0.813952739, 0.813952739),\n",
       "   (0.65625, 0.788964712, 0.788964712),\n",
       "   (0.6875, 0.759599947, 0.759599947),\n",
       "   (0.71875, 0.726149107, 0.726149107),\n",
       "   (0.75, 0.688929332, 0.688929332),\n",
       "   (0.78125, 0.648280772, 0.648280772),\n",
       "   (0.8125, 0.604562568, 0.604562568),\n",
       "   (0.84375, 0.558148092, 0.558148092),\n",
       "   (0.875, 0.50941904, 0.50941904),\n",
       "   (0.90625, 0.458757618, 0.458757618),\n",
       "   (0.9375, 0.406535296, 0.406535296),\n",
       "   (0.96875, 0.353094838, 0.353094838),\n",
       "   (1.0, 0.298717966, 0.298717966)],\n",
       "  'blue': [(0.0, 0.150232812, 0.150232812),\n",
       "   (0.03125, 0.184115123, 0.184115123),\n",
       "   (0.0625, 0.220525627, 0.220525627),\n",
       "   (0.09375, 0.259301199, 0.259301199),\n",
       "   (0.125, 0.300267182, 0.300267182),\n",
       "   (0.15625, 0.343229596, 0.343229596),\n",
       "   (0.1875, 0.387970225, 0.387970225),\n",
       "   (0.21875, 0.434243684, 0.434243684),\n",
       "   (0.25, 0.481775914, 0.481775914),\n",
       "   (0.28125, 0.530263762, 0.530263762),\n",
       "   (0.3125, 0.579375448, 0.579375448),\n",
       "   (0.34375, 0.628751763, 0.628751763),\n",
       "   (0.375, 0.678007945, 0.678007945),\n",
       "   (0.40625, 0.726736146, 0.726736146),\n",
       "   (0.4375, 0.774508472, 0.774508472),\n",
       "   (0.46875, 0.820880546, 0.820880546),\n",
       "   (0.5, 0.865395561, 0.865395561),\n",
       "   (0.53125, 0.901068838, 0.901068838),\n",
       "   (0.5625, 0.931688648, 0.931688648),\n",
       "   (0.59375, 0.956945269, 0.956945269),\n",
       "   (0.625, 0.976574709, 0.976574709),\n",
       "   (0.65625, 0.990363227, 0.990363227),\n",
       "   (0.6875, 0.998151185, 0.998151185),\n",
       "   (0.71875, 0.999836203, 0.999836203),\n",
       "   (0.75, 0.995375608, 0.995375608),\n",
       "   (0.78125, 0.98478814, 0.98478814),\n",
       "   (0.8125, 0.968154911, 0.968154911),\n",
       "   (0.84375, 0.945619588, 0.945619588),\n",
       "   (0.875, 0.917387822, 0.917387822),\n",
       "   (0.90625, 0.883725899, 0.883725899),\n",
       "   (0.9375, 0.84495867, 0.84495867),\n",
       "   (0.96875, 0.801466763, 0.801466763),\n",
       "   (1.0, 0.753683153, 0.753683153)]},\n",
       " 'copper_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.19047599999999998, 1.0, 1.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 0.7812, 0.7812), (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.4975, 0.4975), (1.0, 0.0, 0.0)]},\n",
       " 'cubehelix_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, -0.14861, 1.78277)),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, -0.29227, -0.90649)),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, functools.partial(<function _ch_helper at 0x000001859A2D5D38>, 1.0, 0.5, -1.5, 1.0, 1.97294, 0.0))},\n",
       " 'flag_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _flag_red at 0x000001859A2CA5E8>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _flag_green at 0x000001859A2CA558>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _flag_blue at 0x000001859A2D5AF8>)},\n",
       " 'gist_earth_r': {'red': [(0.0, 0.9922, 0.9922),\n",
       "   (0.2118, 0.7553, 0.7553),\n",
       "   (0.30200000000000005, 0.7176, 0.7176),\n",
       "   (0.45099999999999996, 0.4719, 0.4719),\n",
       "   (0.5412, 0.2714, 0.2714),\n",
       "   (0.7176, 0.1882, 0.1882),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 0.9843, 0.9843),\n",
       "   (0.0039000000000000146, 0.9733, 0.9733),\n",
       "   (0.0353, 0.8816, 0.8816),\n",
       "   (0.04310000000000003, 0.8635, 0.8635),\n",
       "   (0.05879999999999996, 0.8275, 0.8275),\n",
       "   (0.10199999999999998, 0.743, 0.743),\n",
       "   (0.10980000000000001, 0.7323, 0.7323),\n",
       "   (0.11760000000000004, 0.7216, 0.7216),\n",
       "   (0.12549999999999994, 0.7103, 0.7103),\n",
       "   (0.13329999999999997, 0.6991, 0.6991),\n",
       "   (0.18430000000000002, 0.6549, 0.6549),\n",
       "   (0.19220000000000004, 0.6481, 0.6481),\n",
       "   (0.19999999999999996, 0.6447, 0.6447),\n",
       "   (0.20779999999999998, 0.6413, 0.6413),\n",
       "   (0.2118, 0.6392, 0.6392),\n",
       "   (0.30200000000000005, 0.7171, 0.7171),\n",
       "   (0.47840000000000005, 0.6397, 0.6397),\n",
       "   (0.7176, 0.502, 0.502),\n",
       "   (0.7922, 0.3841, 0.3841),\n",
       "   (0.8352999999999999, 0.3035, 0.3035),\n",
       "   (0.8902, 0.1893, 0.1893),\n",
       "   (0.9725, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.9843, 0.9843),\n",
       "   (0.1059, 0.6651, 0.6651),\n",
       "   (0.2157, 0.3961, 0.3961),\n",
       "   (0.45489999999999997, 0.3205, 0.3205),\n",
       "   (0.5333, 0.2748, 0.2748),\n",
       "   (0.7176, 0.5004, 0.5004),\n",
       "   (0.9686, 0.4549, 0.4549),\n",
       "   (0.9725, 0.4329, 0.4329),\n",
       "   (0.9922, 0.2212, 0.2212),\n",
       "   (0.9961, 0.1684, 0.1684),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'gist_gray_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g3 at 0x000001859A304048>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g3 at 0x000001859A304048>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g3 at 0x000001859A304048>)},\n",
       " 'gist_heat_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_heat_red at 0x000001859A3053A8>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_heat_green at 0x000001859A305438>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_heat_blue at 0x000001859A3054C8>)},\n",
       " 'gist_ncar_r': {'red': [(0.0, 0.9961, 0.9961),\n",
       "   (0.10199999999999998, 0.9235, 0.9235),\n",
       "   (0.15290000000000004, 0.6218, 0.6218),\n",
       "   (0.20779999999999998, 1.0, 1.0),\n",
       "   (0.4667, 1.0, 1.0),\n",
       "   (0.5765, 0.5003, 0.5003),\n",
       "   (0.6275, 0.3993, 0.3993),\n",
       "   (0.6901999999999999, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 0.9725, 0.9725),\n",
       "   (0.10199999999999998, 0.5, 0.5),\n",
       "   (0.15690000000000004, 0.1753, 0.1753),\n",
       "   (0.20779999999999998, 0.0, 0.0),\n",
       "   (0.2549, 0.0, 0.0),\n",
       "   (0.3137, 0.2796, 0.2796),\n",
       "   (0.36860000000000004, 0.7292, 0.7292),\n",
       "   (0.47840000000000005, 1.0, 1.0),\n",
       "   (0.5725, 1.0, 1.0),\n",
       "   (0.6314, 0.8081, 0.8081),\n",
       "   (0.6824, 1.0, 1.0),\n",
       "   (0.7294, 0.9804, 0.9804),\n",
       "   (0.7412000000000001, 0.9804, 0.9804),\n",
       "   (0.7843, 1.0, 1.0),\n",
       "   (0.8352999999999999, 0.7752, 0.7752),\n",
       "   (0.8392, 0.7537, 0.7537),\n",
       "   (0.8431, 0.7202, 0.7202),\n",
       "   (0.8941, 0.0, 0.0),\n",
       "   (0.949, 0.3722, 0.3722),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.9961, 0.9961),\n",
       "   (0.10199999999999998, 0.9341, 0.9341),\n",
       "   (0.15690000000000004, 1.0, 1.0),\n",
       "   (0.19999999999999996, 1.0, 1.0),\n",
       "   (0.20779999999999998, 0.9738, 0.9738),\n",
       "   (0.26270000000000004, 0.0, 0.0),\n",
       "   (0.30979999999999996, 0.0, 0.0),\n",
       "   (0.36860000000000004, 0.0549, 0.0549),\n",
       "   (0.4196, 0.0, 0.0),\n",
       "   (0.4667, 0.0, 0.0),\n",
       "   (0.5255000000000001, 0.2342, 0.2342),\n",
       "   (0.5843, 0.0, 0.0),\n",
       "   (0.6784, 0.0, 0.0),\n",
       "   (0.7373000000000001, 0.6145, 0.6145),\n",
       "   (0.7961, 1.0, 1.0),\n",
       "   (0.8902, 1.0, 1.0),\n",
       "   (0.949, 0.0222, 0.0222),\n",
       "   (1.0, 0.502, 0.502)]},\n",
       " 'gist_rainbow_r': [(0.0, (1.0, 0.0, 0.75)),\n",
       "  (0.04600000000000004, (1.0, 0.0, 1.0)),\n",
       "  (0.22999999999999998, (0.0, 0.0, 1.0)),\n",
       "  (0.41400000000000003, (0.0, 1.0, 1.0)),\n",
       "  (0.6, (0.0, 1.0, 0.0)),\n",
       "  (0.785, (1.0, 1.0, 0.0)),\n",
       "  (0.97, (1.0, 0.0, 0.0)),\n",
       "  (1.0, (1.0, 0.0, 0.16))],\n",
       " 'gist_stern_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.75, 0.25, 0.027),\n",
       "   (0.9453, 1.0, 1.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 1, 1), (1.0, 0, 0)],\n",
       "  'blue': [(0.0, 1.0, 1.0),\n",
       "   (0.265, 0.0, 0.0),\n",
       "   (0.5, 1.0, 1.0),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'gist_yarg_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_yarg at 0x000001859A305558>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_yarg at 0x000001859A305558>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _gist_yarg at 0x000001859A305558>)},\n",
       " 'gnuplot_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g7 at 0x000001859A304288>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g5 at 0x000001859A304168>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g15 at 0x000001859A304708>)},\n",
       " 'gnuplot2_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g30 at 0x000001859A304F78>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g31 at 0x000001859A305048>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g32 at 0x000001859A3050D8>)},\n",
       " 'gray_r': {'red': [(0.0, 1, 1), (1.0, 0, 0)],\n",
       "  'green': [(0.0, 1, 1), (1.0, 0, 0)],\n",
       "  'blue': [(0.0, 1, 1), (1.0, 0, 0)]},\n",
       " 'hot_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.6349210000000001, 1.0, 1.0),\n",
       "   (1.0, 0.0416, 0.0416)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.25396799999999997, 1.0, 1.0),\n",
       "   (0.6349210000000001, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 1.0, 1.0), (0.25396799999999997, 0.0, 0.0), (1.0, 0.0, 0.0)]},\n",
       " 'hsv_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.142857, 1.0, 1.0),\n",
       "   (0.15873000000000004, 0.96875, 0.96875),\n",
       "   (0.31745999999999996, 0.03125, 0.03125),\n",
       "   (0.333333, 0.0, 0.0),\n",
       "   (0.650794, 0.0, 0.0),\n",
       "   (0.666667, 0.03125, 0.03125),\n",
       "   (0.8253969999999999, 0.96875, 0.96875),\n",
       "   (0.84127, 1.0, 1.0),\n",
       "   (1.0, 1.0, 1.0)],\n",
       "  'green': [(0.0, 0.0, 0.0),\n",
       "   (0.31745999999999996, 0.0, 0.0),\n",
       "   (0.333333, 0.0625, 0.0625),\n",
       "   (0.49206300000000003, 1.0, 1.0),\n",
       "   (0.8253969999999999, 1.0, 1.0),\n",
       "   (0.84127, 0.9375, 0.9375),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.09375, 0.09375),\n",
       "   (0.142857, 0.9375, 0.9375),\n",
       "   (0.15873000000000004, 1.0, 1.0),\n",
       "   (0.49206300000000003, 1.0, 1.0),\n",
       "   (0.650794, 0.0625, 0.0625),\n",
       "   (0.666667, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'jet_r': {'red': [(0.0, 0.5, 0.5),\n",
       "   (0.10999999999999999, 1, 1),\n",
       "   (0.33999999999999997, 1, 1),\n",
       "   (0.65, 0, 0),\n",
       "   (1.0, 0, 0)],\n",
       "  'green': [(0.0, 0, 0),\n",
       "   (0.08999999999999997, 0, 0),\n",
       "   (0.36, 1, 1),\n",
       "   (0.625, 1, 1),\n",
       "   (0.875, 0, 0),\n",
       "   (1.0, 0, 0)],\n",
       "  'blue': [(0.0, 0, 0),\n",
       "   (0.35, 0, 0),\n",
       "   (0.6599999999999999, 1, 1),\n",
       "   (0.89, 1, 1),\n",
       "   (1.0, 0.5, 0.5)]},\n",
       " 'nipy_spectral_r': {'red': [(0.0, 0.8, 0.8),\n",
       "   (0.050000000000000044, 0.8, 0.8),\n",
       "   (0.09999999999999998, 0.8667, 0.8667),\n",
       "   (0.15000000000000002, 1.0, 1.0),\n",
       "   (0.19999999999999996, 1.0, 1.0),\n",
       "   (0.25, 1.0, 1.0),\n",
       "   (0.30000000000000004, 0.9333, 0.9333),\n",
       "   (0.35, 0.7333, 0.7333),\n",
       "   (0.4, 0.0, 0.0),\n",
       "   (0.44999999999999996, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.0, 0.0),\n",
       "   (0.65, 0.0, 0.0),\n",
       "   (0.7, 0.0, 0.0),\n",
       "   (0.75, 0.0, 0.0),\n",
       "   (0.8, 0.0, 0.0),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.5333, 0.5333),\n",
       "   (0.95, 0.4667, 0.4667),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 0.8, 0.8),\n",
       "   (0.050000000000000044, 0.0, 0.0),\n",
       "   (0.09999999999999998, 0.0, 0.0),\n",
       "   (0.15000000000000002, 0.0, 0.0),\n",
       "   (0.19999999999999996, 0.6, 0.6),\n",
       "   (0.25, 0.8, 0.8),\n",
       "   (0.30000000000000004, 0.9333, 0.9333),\n",
       "   (0.35, 1.0, 1.0),\n",
       "   (0.4, 1.0, 1.0),\n",
       "   (0.44999999999999996, 0.8667, 0.8667),\n",
       "   (0.5, 0.7333, 0.7333),\n",
       "   (0.55, 0.6, 0.6),\n",
       "   (0.6, 0.6667, 0.6667),\n",
       "   (0.65, 0.6667, 0.6667),\n",
       "   (0.7, 0.6, 0.6),\n",
       "   (0.75, 0.4667, 0.4667),\n",
       "   (0.8, 0.0, 0.0),\n",
       "   (0.85, 0.0, 0.0),\n",
       "   (0.9, 0.0, 0.0),\n",
       "   (0.95, 0.0, 0.0),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.8, 0.8),\n",
       "   (0.050000000000000044, 0.0, 0.0),\n",
       "   (0.09999999999999998, 0.0, 0.0),\n",
       "   (0.15000000000000002, 0.0, 0.0),\n",
       "   (0.19999999999999996, 0.0, 0.0),\n",
       "   (0.25, 0.0, 0.0),\n",
       "   (0.30000000000000004, 0.0, 0.0),\n",
       "   (0.35, 0.0, 0.0),\n",
       "   (0.4, 0.0, 0.0),\n",
       "   (0.44999999999999996, 0.0, 0.0),\n",
       "   (0.5, 0.0, 0.0),\n",
       "   (0.55, 0.0, 0.0),\n",
       "   (0.6, 0.5333, 0.5333),\n",
       "   (0.65, 0.6667, 0.6667),\n",
       "   (0.7, 0.8667, 0.8667),\n",
       "   (0.75, 0.8667, 0.8667),\n",
       "   (0.8, 0.8667, 0.8667),\n",
       "   (0.85, 0.6667, 0.6667),\n",
       "   (0.9, 0.6, 0.6),\n",
       "   (0.95, 0.5333, 0.5333),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'ocean_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g23 at 0x000001859A304B88>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g28 at 0x000001859A304E58>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g3 at 0x000001859A304048>)},\n",
       " 'pink_r': {'red': [(0.0, 1.0, 1.0),\n",
       "   (0.015873000000000026, 0.994695, 0.994695),\n",
       "   (0.03174600000000005, 0.989361, 0.989361),\n",
       "   (0.04761899999999997, 0.983999, 0.983999),\n",
       "   (0.06349199999999999, 0.978607, 0.978607),\n",
       "   (0.07936500000000002, 0.973185, 0.973185),\n",
       "   (0.09523800000000004, 0.967733, 0.967733),\n",
       "   (0.11111099999999996, 0.96225, 0.96225),\n",
       "   (0.12698399999999999, 0.956736, 0.956736),\n",
       "   (0.142857, 0.95119, 0.95119),\n",
       "   (0.15873000000000004, 0.945611, 0.945611),\n",
       "   (0.17460299999999995, 0.939999, 0.939999),\n",
       "   (0.19047599999999998, 0.934353, 0.934353),\n",
       "   (0.206349, 0.928673, 0.928673),\n",
       "   (0.22222200000000003, 0.922958, 0.922958),\n",
       "   (0.23809499999999995, 0.917208, 0.917208),\n",
       "   (0.25396799999999997, 0.911421, 0.911421),\n",
       "   (0.269841, 0.905597, 0.905597),\n",
       "   (0.285714, 0.899735, 0.899735),\n",
       "   (0.30158700000000005, 0.893835, 0.893835),\n",
       "   (0.31745999999999996, 0.887896, 0.887896),\n",
       "   (0.333333, 0.881917, 0.881917),\n",
       "   (0.349206, 0.875897, 0.875897),\n",
       "   (0.36507900000000004, 0.869835, 0.869835),\n",
       "   (0.38095199999999996, 0.863731, 0.863731),\n",
       "   (0.396825, 0.857584, 0.857584),\n",
       "   (0.412698, 0.851392, 0.851392),\n",
       "   (0.42857100000000004, 0.845154, 0.845154),\n",
       "   (0.44444399999999995, 0.83887, 0.83887),\n",
       "   (0.460317, 0.832539, 0.832539),\n",
       "   (0.47619, 0.82616, 0.82616),\n",
       "   (0.49206300000000003, 0.81973, 0.81973),\n",
       "   (0.5079370000000001, 0.81325, 0.81325),\n",
       "   (0.52381, 0.806718, 0.806718),\n",
       "   (0.539683, 0.800132, 0.800132),\n",
       "   (0.5555559999999999, 0.793492, 0.793492),\n",
       "   (0.571429, 0.786796, 0.786796),\n",
       "   (0.587302, 0.780042, 0.780042),\n",
       "   (0.603175, 0.773229, 0.773229),\n",
       "   (0.619048, 0.766356, 0.766356),\n",
       "   (0.6349210000000001, 0.759421, 0.759421),\n",
       "   (0.650794, 0.743134, 0.743134),\n",
       "   (0.666667, 0.726483, 0.726483),\n",
       "   (0.6825399999999999, 0.709441, 0.709441),\n",
       "   (0.698413, 0.69198, 0.69198),\n",
       "   (0.714286, 0.674066, 0.674066),\n",
       "   (0.730159, 0.655663, 0.655663),\n",
       "   (0.746032, 0.636729, 0.636729),\n",
       "   (0.761905, 0.617213, 0.617213),\n",
       "   (0.777778, 0.597061, 0.597061),\n",
       "   (0.793651, 0.576204, 0.576204),\n",
       "   (0.809524, 0.554563, 0.554563),\n",
       "   (0.8253969999999999, 0.532042, 0.532042),\n",
       "   (0.84127, 0.508525, 0.508525),\n",
       "   (0.857143, 0.483867, 0.483867),\n",
       "   (0.873016, 0.457882, 0.457882),\n",
       "   (0.888889, 0.430331, 0.430331),\n",
       "   (0.904762, 0.400892, 0.400892),\n",
       "   (0.920635, 0.369112, 0.369112),\n",
       "   (0.936508, 0.334324, 0.334324),\n",
       "   (0.952381, 0.295468, 0.295468),\n",
       "   (0.968254, 0.250661, 0.250661),\n",
       "   (0.984127, 0.195857, 0.195857),\n",
       "   (1.0, 0.1178, 0.1178)],\n",
       "  'green': [(0.0, 1.0, 1.0),\n",
       "   (0.015873000000000026, 0.994695, 0.994695),\n",
       "   (0.03174600000000005, 0.989361, 0.989361),\n",
       "   (0.04761899999999997, 0.983999, 0.983999),\n",
       "   (0.06349199999999999, 0.978607, 0.978607),\n",
       "   (0.07936500000000002, 0.973185, 0.973185),\n",
       "   (0.09523800000000004, 0.967733, 0.967733),\n",
       "   (0.11111099999999996, 0.96225, 0.96225),\n",
       "   (0.12698399999999999, 0.956736, 0.956736),\n",
       "   (0.142857, 0.95119, 0.95119),\n",
       "   (0.15873000000000004, 0.945611, 0.945611),\n",
       "   (0.17460299999999995, 0.939999, 0.939999),\n",
       "   (0.19047599999999998, 0.934353, 0.934353),\n",
       "   (0.206349, 0.928673, 0.928673),\n",
       "   (0.22222200000000003, 0.922958, 0.922958),\n",
       "   (0.23809499999999995, 0.917208, 0.917208),\n",
       "   (0.25396799999999997, 0.911421, 0.911421),\n",
       "   (0.269841, 0.897896, 0.897896),\n",
       "   (0.285714, 0.884164, 0.884164),\n",
       "   (0.30158700000000005, 0.870216, 0.870216),\n",
       "   (0.31745999999999996, 0.85604, 0.85604),\n",
       "   (0.333333, 0.841625, 0.841625),\n",
       "   (0.349206, 0.82696, 0.82696),\n",
       "   (0.36507900000000004, 0.812029, 0.812029),\n",
       "   (0.38095199999999996, 0.796819, 0.796819),\n",
       "   (0.396825, 0.781313, 0.781313),\n",
       "   (0.412698, 0.765493, 0.765493),\n",
       "   (0.42857100000000004, 0.749338, 0.749338),\n",
       "   (0.44444399999999995, 0.732828, 0.732828),\n",
       "   (0.460317, 0.715937, 0.715937),\n",
       "   (0.47619, 0.698638, 0.698638),\n",
       "   (0.49206300000000003, 0.6809, 0.6809),\n",
       "   (0.5079370000000001, 0.662687, 0.662687),\n",
       "   (0.52381, 0.643958, 0.643958),\n",
       "   (0.539683, 0.624669, 0.624669),\n",
       "   (0.5555559999999999, 0.604765, 0.604765),\n",
       "   (0.571429, 0.584183, 0.584183),\n",
       "   (0.587302, 0.562849, 0.562849),\n",
       "   (0.603175, 0.540674, 0.540674),\n",
       "   (0.619048, 0.517549, 0.517549),\n",
       "   (0.6349210000000001, 0.493342, 0.493342),\n",
       "   (0.650794, 0.482498, 0.482498),\n",
       "   (0.666667, 0.471405, 0.471405),\n",
       "   (0.6825399999999999, 0.460044, 0.460044),\n",
       "   (0.698413, 0.448395, 0.448395),\n",
       "   (0.714286, 0.436436, 0.436436),\n",
       "   (0.730159, 0.424139, 0.424139),\n",
       "   (0.746032, 0.411476, 0.411476),\n",
       "   (0.761905, 0.39841, 0.39841),\n",
       "   (0.777778, 0.3849, 0.3849),\n",
       "   (0.793651, 0.370899, 0.370899),\n",
       "   (0.809524, 0.356348, 0.356348),\n",
       "   (0.8253969999999999, 0.341178, 0.341178),\n",
       "   (0.84127, 0.3253, 0.3253),\n",
       "   (0.857143, 0.308607, 0.308607),\n",
       "   (0.873016, 0.290957, 0.290957),\n",
       "   (0.888889, 0.272166, 0.272166),\n",
       "   (0.904762, 0.251976, 0.251976),\n",
       "   (0.920635, 0.230022, 0.230022),\n",
       "   (0.936508, 0.205738, 0.205738),\n",
       "   (0.952381, 0.178174, 0.178174),\n",
       "   (0.968254, 0.145479, 0.145479),\n",
       "   (0.984127, 0.102869, 0.102869),\n",
       "   (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 1.0, 1.0),\n",
       "   (0.015873000000000026, 0.984167, 0.984167),\n",
       "   (0.03174600000000005, 0.968075, 0.968075),\n",
       "   (0.04761899999999997, 0.951711, 0.951711),\n",
       "   (0.06349199999999999, 0.935061, 0.935061),\n",
       "   (0.07936500000000002, 0.918109, 0.918109),\n",
       "   (0.09523800000000004, 0.900837, 0.900837),\n",
       "   (0.11111099999999996, 0.883229, 0.883229),\n",
       "   (0.12698399999999999, 0.865261, 0.865261),\n",
       "   (0.142857, 0.846913, 0.846913),\n",
       "   (0.15873000000000004, 0.828159, 0.828159),\n",
       "   (0.17460299999999995, 0.808969, 0.808969),\n",
       "   (0.19047599999999998, 0.789314, 0.789314),\n",
       "   (0.206349, 0.769156, 0.769156),\n",
       "   (0.22222200000000003, 0.748455, 0.748455),\n",
       "   (0.23809499999999995, 0.727166, 0.727166),\n",
       "   (0.25396799999999997, 0.705234, 0.705234),\n",
       "   (0.269841, 0.697691, 0.697691),\n",
       "   (0.285714, 0.690066, 0.690066),\n",
       "   (0.30158700000000005, 0.682355, 0.682355),\n",
       "   (0.31745999999999996, 0.674556, 0.674556),\n",
       "   (0.333333, 0.666667, 0.666667),\n",
       "   (0.349206, 0.658682, 0.658682),\n",
       "   (0.36507900000000004, 0.6506, 0.6506),\n",
       "   (0.38095199999999996, 0.642416, 0.642416),\n",
       "   (0.396825, 0.634126, 0.634126),\n",
       "   (0.412698, 0.625727, 0.625727),\n",
       "   (0.42857100000000004, 0.617213, 0.617213),\n",
       "   (0.44444399999999995, 0.608581, 0.608581),\n",
       "   (0.460317, 0.599824, 0.599824),\n",
       "   (0.47619, 0.590937, 0.590937),\n",
       "   (0.49206300000000003, 0.581914, 0.581914),\n",
       "   (0.5079370000000001, 0.57275, 0.57275),\n",
       "   (0.52381, 0.563436, 0.563436),\n",
       "   (0.539683, 0.553966, 0.553966),\n",
       "   (0.5555559999999999, 0.544331, 0.544331),\n",
       "   (0.571429, 0.534522, 0.534522),\n",
       "   (0.587302, 0.524531, 0.524531),\n",
       "   (0.603175, 0.514344, 0.514344),\n",
       "   (0.619048, 0.503953, 0.503953),\n",
       "   (0.6349210000000001, 0.493342, 0.493342),\n",
       "   (0.650794, 0.482498, 0.482498),\n",
       "   (0.666667, 0.471405, 0.471405),\n",
       "   (0.6825399999999999, 0.460044, 0.460044),\n",
       "   (0.698413, 0.448395, 0.448395),\n",
       "   (0.714286, 0.436436, 0.436436),\n",
       "   (0.730159, 0.424139, 0.424139),\n",
       "   (0.746032, 0.411476, 0.411476),\n",
       "   (0.761905, 0.39841, 0.39841),\n",
       "   (0.777778, 0.3849, 0.3849),\n",
       "   (0.793651, 0.370899, 0.370899),\n",
       "   (0.809524, 0.356348, 0.356348),\n",
       "   (0.8253969999999999, 0.341178, 0.341178),\n",
       "   (0.84127, 0.3253, 0.3253),\n",
       "   (0.857143, 0.308607, 0.308607),\n",
       "   (0.873016, 0.290957, 0.290957),\n",
       "   (0.888889, 0.272166, 0.272166),\n",
       "   (0.904762, 0.251976, 0.251976),\n",
       "   (0.920635, 0.230022, 0.230022),\n",
       "   (0.936508, 0.205738, 0.205738),\n",
       "   (0.952381, 0.178174, 0.178174),\n",
       "   (0.968254, 0.145479, 0.145479),\n",
       "   (0.984127, 0.102869, 0.102869),\n",
       "   (1.0, 0.0, 0.0)]},\n",
       " 'prism_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _prism_red at 0x000001859A2D5B88>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _prism_green at 0x000001859A2D5C18>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _prism_blue at 0x000001859A2D5CA8>)},\n",
       " 'rainbow_r': {'red': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g33 at 0x000001859A305168>),\n",
       "  'green': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g13 at 0x000001859A3045E8>),\n",
       "  'blue': functools.partial(<function _reverser at 0x000001859A2C81F8>, <function _g10 at 0x000001859A304438>)},\n",
       " 'seismic_r': [(0.5, 0.0, 0.0),\n",
       "  (1.0, 0.0, 0.0),\n",
       "  (1.0, 1.0, 1.0),\n",
       "  (0.0, 0.0, 1.0),\n",
       "  (0.0, 0.0, 0.3)],\n",
       " 'spring_r': {'red': [(0.0, 1.0, 1.0), (1.0, 1.0, 1.0)],\n",
       "  'green': [(0.0, 1.0, 1.0), (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.0, 0.0), (1.0, 1.0, 1.0)]},\n",
       " 'summer_r': {'red': [(0.0, 1.0, 1.0), (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 1.0, 1.0), (1.0, 0.5, 0.5)],\n",
       "  'blue': [(0.0, 0.4, 0.4), (1.0, 0.4, 0.4)]},\n",
       " 'terrain_r': [(0.0, (1.0, 1.0, 1.0)),\n",
       "  (0.25, (0.5, 0.36, 0.33)),\n",
       "  (0.5, (1.0, 1.0, 0.6)),\n",
       "  (0.75, (0.0, 0.8, 0.4)),\n",
       "  (0.85, (0.0, 0.6, 1.0)),\n",
       "  (1.0, (0.2, 0.2, 0.6))],\n",
       " 'winter_r': {'red': [(0.0, 0.0, 0.0), (1.0, 0.0, 0.0)],\n",
       "  'green': [(0.0, 1.0, 1.0), (1.0, 0.0, 0.0)],\n",
       "  'blue': [(0.0, 0.5, 0.5), (1.0, 1.0, 1.0)]},\n",
       " 'Accent_r': {'listed': ((0.4, 0.4, 0.4),\n",
       "   (0.7490196078431373, 0.3568627450980392, 0.09019607843137253),\n",
       "   (0.9411764705882353, 0.00784313725490196, 0.4980392156862745),\n",
       "   (0.2196078431372549, 0.4235294117647059, 0.6901960784313725),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.9921568627450981, 0.7529411764705882, 0.5254901960784314),\n",
       "   (0.7450980392156863, 0.6823529411764706, 0.8313725490196079),\n",
       "   (0.4980392156862745, 0.788235294117647, 0.4980392156862745))},\n",
       " 'Dark2_r': {'listed': ((0.4, 0.4, 0.4),\n",
       "   (0.6509803921568628, 0.4627450980392157, 0.11372549019607843),\n",
       "   (0.9019607843137255, 0.6705882352941176, 0.00784313725490196),\n",
       "   (0.4, 0.6509803921568628, 0.11764705882352941),\n",
       "   (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
       "   (0.4588235294117647, 0.4392156862745098, 0.7019607843137254),\n",
       "   (0.8509803921568627, 0.37254901960784315, 0.00784313725490196),\n",
       "   (0.10588235294117647, 0.6196078431372549, 0.4666666666666667))},\n",
       " 'Paired_r': {'listed': ((0.6941176470588235,\n",
       "    0.34901960784313724,\n",
       "    0.1568627450980392),\n",
       "   (1.0, 1.0, 0.6),\n",
       "   (0.41568627450980394, 0.23921568627450981, 0.6039215686274509),\n",
       "   (0.792156862745098, 0.6980392156862745, 0.8392156862745098),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (0.9921568627450981, 0.7490196078431373, 0.43529411764705883),\n",
       "   (0.8901960784313725, 0.10196078431372549, 0.10980392156862745),\n",
       "   (0.984313725490196, 0.6039215686274509, 0.6),\n",
       "   (0.2, 0.6274509803921569, 0.17254901960784313),\n",
       "   (0.6980392156862745, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.12156862745098039, 0.47058823529411764, 0.7058823529411765),\n",
       "   (0.6509803921568628, 0.807843137254902, 0.8901960784313725))},\n",
       " 'Pastel1_r': {'listed': ((0.9490196078431372,\n",
       "    0.9490196078431372,\n",
       "    0.9490196078431372),\n",
       "   (0.9921568627450981, 0.8549019607843137, 0.9254901960784314),\n",
       "   (0.8980392156862745, 0.8470588235294118, 0.7411764705882353),\n",
       "   (1.0, 1.0, 0.8),\n",
       "   (0.996078431372549, 0.8509803921568627, 0.6509803921568628),\n",
       "   (0.8705882352941177, 0.796078431372549, 0.8941176470588236),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (0.7019607843137254, 0.803921568627451, 0.8901960784313725),\n",
       "   (0.984313725490196, 0.7058823529411765, 0.6823529411764706))},\n",
       " 'Pastel2_r': {'listed': ((0.8, 0.8, 0.8),\n",
       "   (0.9450980392156862, 0.8862745098039215, 0.8),\n",
       "   (1.0, 0.9490196078431372, 0.6823529411764706),\n",
       "   (0.9019607843137255, 0.9607843137254902, 0.788235294117647),\n",
       "   (0.9568627450980393, 0.792156862745098, 0.8941176470588236),\n",
       "   (0.796078431372549, 0.8352941176470589, 0.9098039215686274),\n",
       "   (0.9921568627450981, 0.803921568627451, 0.6745098039215687),\n",
       "   (0.7019607843137254, 0.8862745098039215, 0.803921568627451))},\n",
       " 'Set1_r': {'listed': ((0.6, 0.6, 0.6),\n",
       "   (0.9686274509803922, 0.5058823529411764, 0.7490196078431373),\n",
       "   (0.6509803921568628, 0.33725490196078434, 0.1568627450980392),\n",
       "   (1.0, 1.0, 0.2),\n",
       "   (1.0, 0.4980392156862745, 0.0),\n",
       "   (0.596078431372549, 0.3058823529411765, 0.6392156862745098),\n",
       "   (0.30196078431372547, 0.6862745098039216, 0.2901960784313726),\n",
       "   (0.21568627450980393, 0.49411764705882355, 0.7215686274509804),\n",
       "   (0.8941176470588236, 0.10196078431372549, 0.10980392156862745))},\n",
       " 'Set2_r': {'listed': ((0.7019607843137254,\n",
       "    0.7019607843137254,\n",
       "    0.7019607843137254),\n",
       "   (0.8980392156862745, 0.7686274509803922, 0.5803921568627451),\n",
       "   (1.0, 0.8509803921568627, 0.1843137254901961),\n",
       "   (0.6509803921568628, 0.8470588235294118, 0.32941176470588235),\n",
       "   (0.9058823529411765, 0.5411764705882353, 0.7647058823529411),\n",
       "   (0.5529411764705883, 0.6274509803921569, 0.796078431372549),\n",
       "   (0.9882352941176471, 0.5529411764705883, 0.3843137254901961),\n",
       "   (0.4, 0.7607843137254902, 0.6470588235294118))},\n",
       " 'Set3_r': {'listed': ((1.0, 0.9294117647058824, 0.43529411764705883),\n",
       "   (0.8, 0.9215686274509803, 0.7725490196078432),\n",
       "   (0.7372549019607844, 0.5019607843137255, 0.7411764705882353),\n",
       "   (0.8509803921568627, 0.8509803921568627, 0.8509803921568627),\n",
       "   (0.9882352941176471, 0.803921568627451, 0.8980392156862745),\n",
       "   (0.7019607843137254, 0.8705882352941177, 0.4117647058823529),\n",
       "   (0.9921568627450981, 0.7058823529411765, 0.3843137254901961),\n",
       "   (0.5019607843137255, 0.6941176470588235, 0.8274509803921568),\n",
       "   (0.984313725490196, 0.5019607843137255, 0.4470588235294118),\n",
       "   (0.7450980392156863, 0.7294117647058823, 0.8549019607843137),\n",
       "   (1.0, 1.0, 0.7019607843137254),\n",
       "   (0.5529411764705883, 0.8274509803921568, 0.7803921568627451))},\n",
       " 'tab10_r': {'listed': ((0.09019607843137255,\n",
       "    0.7450980392156863,\n",
       "    0.8117647058823529),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (0.12156862745098039, 0.4666666666666667, 0.7058823529411765))},\n",
       " 'tab20_r': {'listed': ((0.6196078431372549,\n",
       "    0.8549019607843137,\n",
       "    0.8980392156862745),\n",
       "   (0.09019607843137255, 0.7450980392156863, 0.8117647058823529),\n",
       "   (0.8588235294117647, 0.8588235294117647, 0.5529411764705883),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
       "   (0.7803921568627451, 0.7803921568627451, 0.7803921568627451),\n",
       "   (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
       "   (0.9686274509803922, 0.7137254901960784, 0.8235294117647058),\n",
       "   (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
       "   (0.7686274509803922, 0.611764705882353, 0.5803921568627451),\n",
       "   (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
       "   (0.7725490196078432, 0.6901960784313725, 0.8352941176470589),\n",
       "   (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
       "   (1.0, 0.596078431372549, 0.5882352941176471),\n",
       "   (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
       "   (0.596078431372549, 0.8745098039215686, 0.5411764705882353),\n",
       "   (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
       "   (1.0, 0.7333333333333333, 0.47058823529411764),\n",
       "   (1.0, 0.4980392156862745, 0.054901960784313725),\n",
       "   (0.6823529411764706, 0.7803921568627451, 0.9098039215686274),\n",
       "   (0.12156862745098039, 0.4666666666666667, 0.7058823529411765))},\n",
       " 'tab20b_r': {'listed': ((0.8705882352941177,\n",
       "    0.6196078431372549,\n",
       "    0.8392156862745098),\n",
       "   (0.807843137254902, 0.42745098039215684, 0.7411764705882353),\n",
       "   (0.6470588235294118, 0.3176470588235294, 0.5803921568627451),\n",
       "   (0.4823529411764706, 0.2549019607843137, 0.45098039215686275),\n",
       "   (0.9058823529411765, 0.5882352941176471, 0.611764705882353),\n",
       "   (0.8392156862745098, 0.3803921568627451, 0.4196078431372549),\n",
       "   (0.6784313725490196, 0.28627450980392155, 0.2901960784313726),\n",
       "   (0.5176470588235295, 0.23529411764705882, 0.2235294117647059),\n",
       "   (0.9058823529411765, 0.796078431372549, 0.5803921568627451),\n",
       "   (0.9058823529411765, 0.7294117647058823, 0.3215686274509804),\n",
       "   (0.7411764705882353, 0.6196078431372549, 0.2235294117647059),\n",
       "   (0.5490196078431373, 0.42745098039215684, 0.19215686274509805),\n",
       "   (0.807843137254902, 0.8588235294117647, 0.611764705882353),\n",
       "   (0.7098039215686275, 0.8117647058823529, 0.4196078431372549),\n",
       "   (0.5490196078431373, 0.6352941176470588, 0.3215686274509804),\n",
       "   (0.38823529411764707, 0.4745098039215686, 0.2235294117647059),\n",
       "   (0.611764705882353, 0.6196078431372549, 0.8705882352941177),\n",
       "   (0.4196078431372549, 0.43137254901960786, 0.8117647058823529),\n",
       "   (0.3215686274509804, 0.32941176470588235, 0.6392156862745098),\n",
       "   (0.2235294117647059, 0.23137254901960785, 0.4745098039215686))},\n",
       " 'tab20c_r': {'listed': ((0.8509803921568627,\n",
       "    0.8509803921568627,\n",
       "    0.8509803921568627),\n",
       "   (0.7411764705882353, 0.7411764705882353, 0.7411764705882353),\n",
       "   (0.5882352941176471, 0.5882352941176471, 0.5882352941176471),\n",
       "   (0.38823529411764707, 0.38823529411764707, 0.38823529411764707),\n",
       "   (0.8549019607843137, 0.8549019607843137, 0.9215686274509803),\n",
       "   (0.7372549019607844, 0.7411764705882353, 0.8627450980392157),\n",
       "   (0.6196078431372549, 0.6039215686274509, 0.7843137254901961),\n",
       "   (0.4588235294117647, 0.4196078431372549, 0.6941176470588235),\n",
       "   (0.7803921568627451, 0.9137254901960784, 0.7529411764705882),\n",
       "   (0.6313725490196078, 0.8509803921568627, 0.6078431372549019),\n",
       "   (0.4549019607843137, 0.7686274509803922, 0.4627450980392157),\n",
       "   (0.19215686274509805, 0.6392156862745098, 0.32941176470588235),\n",
       "   (0.9921568627450981, 0.8156862745098039, 0.6352941176470588),\n",
       "   (0.9921568627450981, 0.6823529411764706, 0.4196078431372549),\n",
       "   (0.9921568627450981, 0.5529411764705883, 0.23529411764705882),\n",
       "   (0.9019607843137255, 0.3333333333333333, 0.050980392156862744),\n",
       "   (0.7764705882352941, 0.8588235294117647, 0.9372549019607843),\n",
       "   (0.6196078431372549, 0.792156862745098, 0.8823529411764706),\n",
       "   (0.4196078431372549, 0.6823529411764706, 0.8392156862745098),\n",
       "   (0.19215686274509805, 0.5098039215686274, 0.7411764705882353))}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.cm.__dict__ # what's in the dictionary?\n",
    "plt.cm.datad # data dictionary for colormaps?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, I'm going to the 'BuGr' colormap and color it by the potential energy (`data1[:,4]`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html\n",
    "# or look through the dictionary, plt.cm.__dict__\n",
    "cmap = plt.cm.get_cmap('Blues')\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "n = np.abs(data1[:,2]) < 5\n",
    "cax = ax.scatter(data1[n,1], data1[n,2],c=data1[n,4],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "cax = ax.scatter(data1[n,1]+perx, data1[n,2],c=data1[n,4],ec = 'k',s=500,alpha=1,cmap=cmap)\n",
    "ax.set_aspect('equal')\n",
    "ax.set_ylim(data1[n,2].min()-2,data1[n,2].max()+2)\n",
    "ax.set_xlim(data1[:,1].min()-2,data1[:,1].max()+perx+2)\n",
    "ax.set_axis_off()\n",
    "cbar = fig.colorbar(cax, orientation='vertical')\n",
    "cbar.set_label('Potential Energy (eV)',rotation=90)\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "***\n",
    "## FAQs \n",
    "\n",
    "</br>\n",
    "<div class=\"alert alert-danger\">\n",
    "    <strong>Question 1</strong>: None yet.  \n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## Links\n",
    "\n",
    "* [Click here to open Tutorial 1](LAMMPS-Tutorials-01.ipynb)\n",
    "* [Click here to open Tutorial 2](LAMMPS-Tutorials-02.ipynb)\n",
    "* [Click here to open Tutorial 3](LAMMPS-Tutorials-03.ipynb)\n",
    "* [Click here to open Tutorial 4](LAMMPS-Tutorials-04.ipynb)\n",
    "* [Click here to open Tutorial 5](LAMMPS-Tutorials-05.ipynb)\n",
    "* [Click here to open Tutorial 6](LAMMPS-Tutorials-06.ipynb)\n",
    "* [Click here to open the next tutorial](LAMMPS-Tutorials-08.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## References \n",
    "\n",
    "1. S. Plimpton, \"Fast Parallel Algorithms for Short-Range Molecular Dynamics,\" J. Comp. Phys., 117, 1-19 (1995). \n",
    "1. D.J. Hepburn, and G.J. Ackland (2008), \"[Metallic-covalent interatomic potential for carbon in iron](https://doi.org/10.1103/physrevb.78.165115)\", Physical Review B, 78(16), 165115. \n",
    "1. MA Tschopp, F Gao, KN Solanki (2017) \"[He–V cluster nucleation and growth in α-Fe grain boundaries](https://doi.org/10.1016/j.actamat.2016.11.027)\", Acta Materialia 124, 544-555.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
